419 lines
411 KiB
Plaintext
419 lines
411 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import matplotlib as mpl\n",
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"import matplotlib.pyplot as plt\n",
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"from matplotlib.patches import Rectangle\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import tikzplotlib\n",
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"\n",
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"\n",
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"def read_oscilloscope_file(file_name, time_div=200):\n",
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" with open(file_name, 'r') as file:\n",
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" lines = []\n",
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" for line in file:\n",
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" lines.append(line.strip())\n",
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" # print(file.name)\n",
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"\n",
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" data = pd.DataFrame()\n",
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" \n",
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" data[\"time\"] = np.linspace(0, 12*time_div, 1200)\n",
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" data[\"CH1\"] = np.float_(lines[5:1205])\n",
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" data[\"CH2\"] = np.float_(lines[1212:2412])\n",
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"\n",
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" return data\n",
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"\n",
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"\n",
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"def plot_kurven(data: pd.DataFrame, title=\"\", xStart=0, xStop=0, xStep=200, xStepMinor=100, vlines=[]):\n",
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" fig, ax = plt.subplots(figsize=(10, 4))\n",
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"\n",
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" # time offset\n",
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" if xStop > xStart:\n",
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" data[\"time\"] -= xStart\n",
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"\n",
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" ax.plot(\"time\", \"CH1\", data=data, label=\"Anfang\", ls=\"-\", marker='.')\n",
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" ax.plot(\"time\", \"CH2\", data=data, label=\"Ende\", ls=\"-\", marker='.')\n",
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"\n",
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"\n",
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" # Beschriftungen setzen\n",
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" ax.set_xlabel(\"Zeit t [ns]\")\n",
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" ax.set_ylabel(\"Spannung U [V]\")\n",
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" if title != \"\": ax.set_title(title, fontsize=16, pad=10)\n",
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"\n",
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" \n",
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" # ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStepMinor), minor=True)\n",
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" ax.set_xticks(np.arange(data[\"time\"].iloc[0], data[\"time\"].iloc[-1], xStep))\n",
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"\n",
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" if xStop > xStart:\n",
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" ax.set_xlim(left=0, right=xStop-xStart)\n",
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" else:\n",
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" ax.set_xlim(left=data[\"time\"].iloc[0], right=data[\"time\"].iloc[-1])\n",
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"\n",
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" if xStepMinor != 0:\n",
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" ax.grid(which=\"major\", ls=\"-\", linewidth=0.5)\n",
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" # ax.grid(which=\"minor\", ls=\"-\", linewidth=0.1)\n",
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" else: \n",
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" ax.grid(which=\"major\")\n",
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"\n",
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" ax.legend()\n",
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" # ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
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" # ax.text(60, 1.0, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
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"\n",
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" # ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
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" # ax.text(110, 1.5, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
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" # plt.show()\n",
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"\n",
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" return fig, ax\n",
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"\n",
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"def set_u_offset(data: pd.DataFrame, t1=600, t2=1000):\n",
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" # Zeitraum zum Kalibrieren extrahieren\n",
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" data_dt = data[(data[\"time\"] > t1) & (data[\"time\"] < 1000)]\n",
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" \n",
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" # Offset aus dem Druchschnittberechnen\n",
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" ch1_offset = data_dt[\"CH1\"].mean()\n",
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" ch2_offset = data_dt[\"CH2\"].mean()\n",
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"\n",
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" # Offset aufs ursprüngliche Dataset anwenden\n",
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" data[\"CH1\"] -= ch1_offset\n",
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" data[\"CH2\"] -= ch2_offset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"lel = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\", time_div=200)\n",
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"# plot_kurven(lel)\n",
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"plot_kurven(lel, 1000, 1400)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Alles plotten und als Bilder abspeichern\n",
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"current_directory = os.getcwd()\n",
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"\n",
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"# iterate over all files in the directory \"Messungen/Rohdaten/\"\n",
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"for root, dirs, files in os.walk(os.path.join(current_directory, \"Messungen/Rohdaten/\")):\n",
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" if root == \"c:\\\\Users\\\\matth\\\\OneDrive\\\\Dokumente\\\\Studium\\\\WS23\\\\Grundlagen Elektrotechnik 3\\\\Praktikum\\\\V5\\\\get3-v5\\\\Messungen/Rohdaten/Messung 2.2\":\n",
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" for file in files:\n",
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" if file.endswith(\".txt\"):\n",
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" file_path = os.path.join(root, file)\n",
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" messung = read_oscilloscope_file(file_path, 200)\n",
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" plot_kurven(messung, title=file[0:-4])\n",
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" # plot_kurven(messung, title=file[0:-4], xStart=1000, xStop=1500)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Diagramme für 3.2 Kurzschluss\n",
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"kurzschluss = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion bei Kurzschluss.txt\")\n",
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"# kurzschluss.set_index(\"time\", inplace=True)\n",
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"\n",
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"kurzschluss_fig = plot_kurven(kurzschluss, xStart=1060, xStop=1232, title=\"Reflexion bei Kurzschluss\", xStep=10, xStepMinor=5)\n",
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"kurzschluss_fig.savefig(\"Reflexion_bei_Kurzschluss\", dpi=250)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Leerlauf\n",
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"leerlauf = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion im Leerlauf.txt\")\n",
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"\n",
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"set_u_offset(leerlauf)\n",
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"\n",
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"leerlauf_fig, leerlauf_ax = plot_kurven(leerlauf, title=\"Relfexion bei Leerlauf\", xStart=1120, xStop=1370, xStep=20)\n",
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"\n",
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"# Markierungen von t1 und t2 zur Berechnung der Ausbreitungsgeschwindigkeit\n",
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"leerlauf_ax.text(60, 3.5, \"$t_1$\", fontsize=24, color=\"green\", usetex=True)\n",
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"leerlauf_ax.axvline(x=73, ls=\"--\", color=\"green\")\n",
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"leerlauf_ax.axvline(x=123, ls=\"--\", color=\"green\")\n",
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"leerlauf_ax.text(110, 4.0, \"$t_2$\", fontsize=24, color=\"green\", usetex=True)\n",
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"leerlauf_fig.savefig(\"Reflexion_bei_Leerlauf\", dpi=250)\n",
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"\n",
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"# Ausbreitungsgeschwindigkeit\n",
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"t1 = leerlauf[\"time\"].iloc[596] # ns\n",
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"t2 = leerlauf[\"time\"].iloc[621] # ns\n",
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"\n",
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"dt = t2 - t1 # ns\n",
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"v = 10 / (dt/1e9) # m/s\n",
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"\n",
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"# Permittivität des Dielektrikums\n",
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"permeabilität_r_cu = 0.9999904\n",
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"permeabilität_0 = 1.257e-6 # V*s / (A*m)\n",
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"c0 = 299792458 # m/s\n",
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"permittivität_0 = 8.854e-12 # F/m\n",
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"\n",
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"permittivität = 1 / (v**2 * permeabilität_0 * permeabilität_r_cu) # A*s / (V*m)\n",
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"permittivität_r = permittivität / permittivität_0"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Endwiderstand\n",
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"endwiderstand = read_oscilloscope_file(\"Messungen/Rohdaten/Messung 2.1/Reflexion mit Endwiderstand.txt\")\n",
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"\n",
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"set_u_offset(endwiderstand)\n",
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"\n",
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"endwiderstand_fig, endwiderstand_fig_ax = plot_kurven(endwiderstand, title=\"Relfexion mit Endwiderstand\", xStart=1120, xStop=1340, xStep=20)\n",
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"endwiderstand_fig.savefig(\"Reflexion_mit_Endwiderstand\", dpi=250)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Berechnungen für ABschnitt 2.2\n",
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"\n",
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"#Berechnung der Theoriewerte\n",
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" #Variablen\n",
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"r_leerlauf = np.inf\n",
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"r_100 = 100 #ohm\n",
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"r_50 = 50 #ohm\n",
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"r_10 = 10 #ohm\n",
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"r_kurzschluss = 0 #ohm\n",
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"Z_0 = 50 #ohm\n",
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" #Berechnung\n",
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"r_ref_leerlauf = (r_leerlauf - Z_0)/(Z_0 + r_leerlauf)\n",
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"r_ref_100 = (r_100 - Z_0)/(Z_0 + r_100)\n",
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"r_ref_50 = (r_50 - Z_0)/(Z_0 + r_50)\n",
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"r_ref_10 = (r_10 - Z_0)/(Z_0 + r_10)\n",
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"r_ref_kurzschluss = (r_kurzschluss - Z_0)/(Z_0 + r_kurzschluss)\n",
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"\n",
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"#Brechnung der experimentell ermittelten Werte\n",
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"#Variablen\n",
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"messwerte_2_2 = pd.DataFrame({\n",
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" \"R [Ohm]\": [np.inf, 100, 50, 10, 0],\n",
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" \"u_1max\": [2.317703006, 2.317144, 2.243774, 2.238133, 2.3489755],\n",
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" \"u_2max\": [3.6223106212, 2.491171, 2.109313, 1.685512, 0.2153265],\n",
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" \"u_1max, reflektiert\": [1.690303006, 0.528944, 0.361374, -1.024667, -1.4784245]\n",
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"})\n",
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"\n",
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"# Berechnung des Reflexionsfaktors\n",
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"u_2max_50ohm = messwerte_2_2[\"u_2max\"].iloc[2]\n",
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"\n",
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"messwerte_2_2[\"r(R)\"] = messwerte_2_2[\"u_2max\"] / u_2max_50ohm - 1\n",
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"\n",
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"messwerte_2_2.to_latex()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# paths to the data files\n",
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"path_unendlich = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit unednlichem Widerstand.txt\"\n",
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"path_100ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 100 Ohm Widerstand.txt\"\n",
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"path_50ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 50 Ohm Widerstand.txt\"\n",
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"path_10ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit 10 Ohm Widerstand.txt\"\n",
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"path_0ohm = \"Messungen/Rohdaten/Messung 2.2/Messung 2.2 mit Kurzschluss.txt\"\n",
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"\n",
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"# Messungen einlesen\n",
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"data_unendlich = read_oscilloscope_file(path_unendlich)\n",
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"data_100ohm = read_oscilloscope_file(path_100ohm)\n",
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"data_50ohm = read_oscilloscope_file(path_50ohm)\n",
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"data_10ohm = read_oscilloscope_file(path_10ohm)\n",
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"data_0ohm = read_oscilloscope_file(path_0ohm)\n",
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"\n",
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"# Offsets setzen\n",
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"set_u_offset(data_unendlich, t1=0, t2=400)\n",
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"set_u_offset(data_100ohm)\n",
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"set_u_offset(data_50ohm)\n",
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"set_u_offset(data_10ohm)\n",
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"set_u_offset(data_0ohm)\n",
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"\n",
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"# Plotten\n",
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"plot_kurven(data_unendlich, title=\"Unendlich\")\n",
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"plot_kurven(data_100ohm, title=\"100 Ohm\")\n",
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"plot_kurven(data_50ohm, title=\"50 Ohm\")\n",
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"plot_kurven(data_10ohm, title=\"10 Ohm\")\n",
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"plot_kurven(data_0ohm, title=\"Kurzschluss\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 28,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(<Figure size 1000x400 with 1 Axes>,\n",
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" <Axes: title={'center': '50Ohm'}, xlabel='Zeit t [ns]', ylabel='Spannung U [V]'>)"
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]
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},
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"execution_count": 28,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "d46e285f588b4f7d85bcc93338da467b",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' 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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "eb91537723be494c8bd14656f01def15",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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57Si+2l7A1iIiijiFVhsWrM51+9hbaw4yLpJXHINOFEKFVhs25Z2GIAgY0DEZFrNR6yIREYXV4o35mLlkh9N9z0ziuEsiihy5RWUQPTxmF4G8onLWEckjJuhEIbJ4Yz5mLdmhBGQBwHxWSokoghRabZjlkpwDwKwlOzCiaxtWSIkoImSlmCAAbpP0KEFAZkpCuItETQi7uBOFgFwpdQzEIoDZSzkZCBFFDk+tRiKAzXnF4S4OEZFm3MVCgwA8PbE3L1aSV0zQiUJg4Zpct4FY7sZERBQJdhyxenxMEMJYECIiDeUWlbm9/8Up/dizknxiF3eiRvI2EYhBALsxEVGzVmi1YfnuY8gtKseitXlunyMIQP+OyeEtGBFRGMmxsKi0CjkdzG6fMyCTcZB8Y4JO1EjeJgK5ql8auzERUbPlbkI4d+ZPzGYsJKJmy59YmBgXzThIfmGCThQgeab2Q6fLcaq0CrFRnvttfvZbAf42thsDMhE1O4VWm1/J+ahubdilk4ianUKrDblFZTDFRvkVC2tq7WEoFTUHTNCJAuA6U7svtaLIpTSIqFl66JPtfj2vVvQ3YhIRNQ2LN+Zj9tIdsAcQ3ipq7Ki1i4gycEIO8o4JOpEX8tXRrBQTTpRU+HWF1BGX0iCi5sBdz6HVfxT59VpWRomoOVm551hAjTWOyqpqkBQfE/IyUfPCBJ3IjUKrDe+sycVba3IRbOOPwKU0iKgJck3Gi8uq8PnWgoAro4IAiCJgZ69OImri5Aab//2ah293Hg/otVGCtKqPCCD3ZCly0jlRHHnHBJ3IRaDd2D2ZMbILx10SUZMSqvgHAL0sLbCz4CzKKmtCsDUiIm0E053dUZd2idh3rBQAcNWrazFvYjbrh+QV10EnclBotWH20tBUTrnmLxE1JYVWW8iScwDYWXAWAFBWVRuiLRIRhVeh1YZZjUjOASjJOSC1pD+8dCcKrbYQlI6aKyboRA4WrsltVBB2VFLBViMiajq8LRnZGOVVjIVE1DQ99Mn2oIc6eiJPIEzkCRN0ojrbDhfjzdW5jd7O0E6tAAAlFdWN3hYRUbhkpZigRsef4rJqthYRUZOzcs8xvyfDDAQnECZfmKATQRpfdOUrawN6jQCgf0ZLp/su6Z2Ky3LaAwDOsgWdiJoQi9mIp67qHdRrL8u2YHx2qtN9vdsnAZAuVp43fxUWb8xvdBmJiMJh8cZ83PzfzQG/blL/tAax0LGuaOAEwuQHThJHEctxpuJ/ff+7X695ZHx3lFbUoE1SHEb3aAeL2Yhth4uxKa8YAzOTkZOejC+2FQAAjhSXo9BqYxAmIl2TY+EZWzVq68b4CAAm9E3Fp1uP+bWN6SOykJOerMTDzJQETH+3vnIrj7sc0bUNYyIR6da2w8X47LejWLj2kM/nGgTg0zuHYfsRK4pKK3Fh97bKDO2udcMpb/6KdQdPY/Yl3TlBHPnEBJ0i0qq8Crz56Sq/x1sKAjDfw6ybOenJTktm/JZfDADYU3gW581fxdk6iUi3PMVCEfCYnHdoacSRM/Vd1if1T1NioBwP1x4oajCfhzzukgk6EenRAx9txZItR/1+/i3nd2pQB5S53p+cEAsAiI+JanxBqdljgk4Rp9Bqwxu/lfp+IoDbL8hCdlpL9O+Y7FelstBqw6K1ecptthoRkV4FEgsdvXJ9PwBwah1ylZVigqFu7V8Zx10SkV5tO1wcUHJuAHDT+Zl+P99Yl5jbqrmqBfnGBJ0iTm5RmV/Pm9Q/DbMu6Rnwtl1n+2SrERHpkb+x0JFra7knFrMR8yZmY+aSHQA47pKI9G3Bzwd9PkcQAFGULjYGGs/iY+sS9Cp70GWkyMEEnSKOKdZ396K3/zwAo3uk+nyeK7YaEVFT4U8sNAjAghsHIK+o3GNruSeTB2Xg2e/3oai0Cu9MG4SR3do2prhERKo4ZavFVzu8z9ZugDTevLzKjsyUhIAvNrIFnQLBBJ0iTlmV7+BYUR3cFU6L2Yi/X9oTc7/aDYCtRkSkX/7EwlvO7xTUxUpZkjEGRaVVSuWUiEhvCkt9x0I7gPIqO4Z2bh3UPuQYWMEEnfzAZdYo4mSlmHw+x7WbeiCuG1I/Idz3943gBHFEpEu+YqGAwMZYumOKldoByv24GEBEpAVLYhQEH88RBDSqN6RR6eLOWEi+MUGniGMxG9EyznMoFgAMyPS/G6eruGgDDHWbTzLGBL0dIiI1WcxGdDK7b9kWBGD+pOxG9/5JqKuUllXVNGo7RERqaW2MwoXdvQ/BuWtk50bFw7hoKeViF3fyB7u4U8RZvDEfZyo9N5E3tlIqCAJMsdE4W1nDViMi0q3FG/Nx0Fofo+4a2Rk9LEkQBPi9coUvpri6FvRKxkIi0qdVeRVYtbd+RYvs9knYUVCi3L6kdyr+NrZ7o/Yht6Czizv5gwk6RZRCqw2zl+5wus8AYO6EXkhOiA1ZpTQhLgpnK2tQVslWIyLSH3ex8PWfDmLNrFEhnTNDbkEvZSwkIh0qtNrw5m+lcGy22V14Fm//ObjJMT3hJHEUCHZxb0LmzZuHQYMGoUWLFmjbti0mTJiAffv2aV2sJiW3qMxphnVAmvijc5sWuLRP+5BVTBM47pKIdMxdLJSXhAylRLkFnV3ciUiHcovK4NqnslYUkRAbg5uHdwpJcg5wkjgKDBP0JuSnn37CXXfdhXXr1mH58uWoqanBxRdfjLKywNeyjVRZKSYILsPP1VgGjeMuiUjP5CUhHakTC6UE3Z8Z44mIwi0rxdRggjg1YqG8DvrJ0koUWm0h3TY1P0zQm5DvvvsO06ZNQ69evZCTk4OFCxciPz8fmzdv1rpoTYbFbMTtF3RWbkcJgirLoMkzF3O2TiLSI4vZiH9c2Vu5rdaSkKY4qVJazi7uRKRDFrMRt/ZLVG6rFQt/PXAKAJBXVI7z5q/C4o35Id0+NS9M0Jswq9UKAGjVqpXH51RWVqKkpMTpX6QbVreGZXqyEWtmjVJlGbSEukopx6ATkV5dltNe+fvHv41UJxbWXaw8WFTGViMi0qULM+ORmhQPAFhw48CQx8JCqw0LVh9UbttF4OGlOxkTySNOEtdEiaKI+++/H+effz569+7t8Xnz5s3DE0880eD+TZs2wWTyvR54c7StoBIAYBSqkb93O9S4hnnmjHTxZOPOP5BRW6DCHhqnuLgY69ev17oYmor0cxDpxw/wHJy2ST18DAJQ8McOFO73tRJw4H7ZKV0UXv1HEYbNW4Vb+yXiwsz4kO8nWJH+GQB4DiL9+AGeg+LiYpRV2KW/j+zH+pK8kG5/58kqiG7m/Ph29Sb0ahMb0n0Fg0Nl9YcJehM1Y8YMbN++HWvWrPH6vNmzZ+P+++9XbpeUlCA9PR0DBw5EUlKS2sXUpYLfjgDrt6Ftq5YYMmRIyLe/eGM+th4vAgB8vNeGAb26qNIy1Rjr169X5dibkkg/B5F+/ADPQV5RGfDdjzDFRuPcc88N+fYLrTb88ukq5bYI4K2tZZg2bnDIu48GK9I/AwDPQaQfP8BzsH79etSIxQBqMWRAP6S3Cu348wyrDU/9ssppYs4oQcAlwwfqIhayd63+sIt7E3T33Xfjiy++wA8//IAOHTp4fW5cXBySkpKc/kU6eWZ1eSK3UHJdukgEuzERkT7JsTBehVgIeJ4dOdQzxRMRNYZdFJXlz4wqxEOL2YiHx/dQbkepNM6dmg8m6E2IKIqYMWMGli5dilWrViErK0vrIjVJ5ZXqJejhWrqIiKixlAppjDoJerhWzSAiagzHlc/UiodTBtf3pFz5gDpzflDzwQS9Cbnrrrvwf//3f3j//ffRokULHDt2DMeOHYPNxtbZQMitRsbY0I/wCNfSRUREjVWhcoJuMRtxy/n1F5LVWjWDiKgxKmvrW1biVYqH8dH1KVfLhBhV9kHNBxP0JuS1116D1WrFyJEjYbFYlH+LFy/WumhNSnm1NLO6SaVuTPMmZiutRgLYjYmI9Mmmchd3ABjXOxUA0LZFnGqrZhARNUZVXYIeG21AlGsrS4hERxkQEyVt21bNJXjJO04S14SIrlNAUlDU7OIOAJMHZeBMWTXmfbcX53VpzQopEelSfRd39a7Vx0XXx1leqCQiPZJb0NXqTSSLj4lCdW2NcnGUyBO2oFPEUSaJi1Pv+pQlWaqI1tpV2wURUaPYlAkz1YuF8oRLFWwxIiKdqpQ6VqrWcCOTLwCwBZ18YYJOEedUmbQOerWK2XNCXRAur6pRbR9ERI2h9iRxQP14zooaXq0kIn0KVws6L1iSv5igU0RZvDEfP+47CQD497LfsXhjvir7SYiTE3QGYSLSp+MlFQCkJYbUIk+MVFVjR63rEhdERDogJ+i1dlHVZXGVFvQqXrAk75igU8QI5xrlprouo0zQiUiPFm/Mx2s/HgAAfLvzmGoXKx1nRK6sYTwkIv3ZXCj1rDx0uhznzV+lejxkF3fyhQk6RYxwrlFuqmtBL2MXdyLSGflipWM4VOtipWOCXlHNViMi0pdCqw3LcyuV23ZRvXjIMejkLyboFDHCuUa5vMa6PGM8EZFehPNiZZRBQGyUVNXguEsi0pvcojK4Dr5RKx4qY9DZu5J8YIJOEUNeo1xmENRbo1xeY72q1q7qZHRERIEK58VKAIiLYYJORPqUlWKC68rnqjXesAWd/MQEnSLK5EEZaJMYBwB4Z9og1dYod1y2iOPQiUhP5IuVcqVUUPFiJcBxl0SkXxazEYPbxyq3owRBtXgoX6xkLCRfmKBTxKmxSy3aaS3VqYwCQGy0ATFRUvWXS60Rkd5MHpSBC7q2AQA8cHE31S5WAkC80oLO3kREpD8ZZqlRZXSPtlgza5Rq8VBuQf/j+FlVZ4unpo8JOkUcuZIYr/Z6l3XbL+M4dCLSo7om9HYt4lTdTXy0FAsr2WpERDpUXbfMWsdWJtV6EgFA/ilpXPuSLUdVnS2emj4m6BRRRFFUlvqJi1b34y9fADh8OvQTjRARNVZl3cXKOJUvVkbVDXgvYIsREelQVV2CLndBV0Oh1YY1+4uU22rOFk9NHxN0iig1dlGZvTguWr1K6eKN+ThxVlq24y//3cirpESkO+G4WLl4Yz72HjsLAHjw4+2MhUSkO/LoGzVjYThni6emjwk6RRTHWYTVulIqrzEsE3mVlIh0SO3hPg1iIRgLiUh/lBZ0FRtuwjlbPDV9TNApolTW1E9SpNaV0nCuMUxEFCy1W9AZC4moKZAT9HgVu7hbzEZc1T9Nua3mbPHU9DFBp4giJ+gxBkAQXK9lhka41xgmIgqGHA/VStAZC4moKajv4q7ufBwjzpFWzujdPknV2eKp6WOCThFF7uIeG6VOcg6Ef41hIqJgqN3FvUEsBGMhEelPtdLFPTyTB8fFRDEOkldM0CmiyLMWq9iLCYC0xvBlfSwAgNtGdOJVUiLSnXBMEjd5UAamDpHi39QhGYyFRKQ79V3cVV5+N1bavq2KS06Sd0zQKaLIFdIYFVvQZa0TpbWFDSp1pSciagyli7vKldI2SixUdTdEREEJxyzuAGCsi7WOExYTucMEnSKKXCFVs4u7zBQnBeJyXiklIp2x20VU1cXDeJUrpQl1rUbllYyFRKQ/4VgHHaifhI4JOvnCBJ0iihwU1e7iDgAJsdEAgPKqGvV3RkQUgKpahxUtVG5BT4iTYyErpUSkP9Xh6uJet30bE3TygQk6RRS5Bb3GLqq+Fq+prtWojJVSItIZeT4OADhdVqnqvhJi5FjIi5VEpD+2ugT9bEW1qvuJZ4JOfmKCThHlx30nAQBHztpx3vxVWLwxX7V9KS3olayUEpG+fLTpsPL3yGd/VDUWysN9ODESEenN4o35OFMhJei3/HeTqrFQniSuotoOu11UbT/U9DFBp4hRaLXhww31gdcuAg8v3alaS3oCx6ATkQ4VWm2Y9+0e5bbasdBYd7GSvYmISE8KrTbMXrpDua16LHToQi/36CRyhwk6RYzcojK4Xq+sFUXkFZWrsj9TLMddEpH+5BaVwbXxRt1YKLegszcREelHuGOh4xh3dnMnb5igU8TISjHBde72KEFAZkqCKvuTZy4uKq1Ufbw7EZG/slJMcF39Uc1YKHfrPFNezVhIRLqRlWJqsPyjmrEwyiAoy/weOlWmyj6oeWCCThHDYjbi4l7tlNtRgoCnJ/aGxWxUZX9r9hcBAAqtFaqPdyci8pfFbMTtIzopt9WOhfLcH2ds1YyFRKQbFrMRj1/eS7ltEKBqLFy8MV+ZMX7Sa2sZC8kjJugUUbq1awEAGGSJwZpZozB5UIYq+ym02vDKD/uV22qPayIiCsT557QBALRJMKgeC59btk+5zVhIRHpyWU575e+fH1I3FoZzvDs1bUzQKaLIk3KkmqJVu0IKhH9cExFRICrqxj8mxRkYC4koYlXWSLEwJkpAh2R1urYDjIUUGCboFFHkSqnDPB2qCPe4JiKiQMgXK2NUrgUwFhKRnlVWS7EwPlrdiiFjIQWCCTpFFKVSGuU6XVxoWcxGPDmht3Jb7XFNRESBkFuNYsMQC+dNzFZuMxYSkZ5U1MXCOJWvVjIWUiCYoFNEkRP0WNfLmCq4bkhH5ULAkjuGqTauiYgoUBXV4YuFkwdloKUxBgDwv5uHMBYSkW7ILehxKregA1IsHNCxJQBgzuU9GQvJIyboFFHC1cVdlhgX7fQ/EZEeVIY5FprqYqCJsZCIdERuuFG7BV3W0hgLwHlNdCJXTNApooSzBR0AEmKlymhZVW1Y9kdE5I/6MejhiYWmOKkyWl5ZE5b9ERH5Q264CUcLOgDEx0r7sbFeSF4wQaeIUj9bZ3j2l1AXiMurWCklIv1QurirPAZdZqy7WFnOSikR6YjSgh4dnpTIWFcBtdXFYCJ3mKBTRAl3pTShrjtneSUrpUSkH+G+WGmqu1hZxouVRKQjciyMD1MX9/oEnfVC8owJOkUUpVIarm6drJQSkQ6Ff7gPu3USkf5UhHGSOAAw1sXCCibo5AUTdIoo8myd4evizm6dRKQ/9RNmhnc+DsZCItITueEmXF3c5cnheLGSvGGCThGlIkxr/8rqx6AzEBORfigt6JyPg4gimNxwE65Z1dnFnfzBBJ0iSmUY1/4FAEEQAQDHrbaw7I+IyB/hnsVd7tb5x/FSFDIeEpFOVIS9BV3aDxN08oYJOkUUpVIahgulizfm44uthQCABatzsXhjvvo7JSLyg9zFPVy9iQ4VlQMAPt9WgPPmr2I8JCJdkBtuwrUOutyCXskEnbxggk4RxVbXvbKsWlR1P4VWG2Yv3QF5LyKAh5fuZMsREelCOC9WFlpt+GHfCeW2XWQ8JCJ9qF9mLbyTxBVaKxgDySMm6BQxPtyQj6paKWV+7Cerqi04uUVlsLtcA6gVReTVtSIREWlJbr0Jx3Cf3KIyuF4SZTwkIj2QexOFa5m1TXnFAIBdBSXsTUQeMUGniFBoteHhT3cot9Vu0c5KMcG13hslCMhMSVBlf0REgSipkHoTya1HaspKMcH1MgDjIRHpQXF5FQCgKgyxsNBqw/+tP6TcZm8i8oQJOkWEcLdoW8xGzJuYDcGhVvr0xN6wmI2q7I+IyF+LN+ZjT2EJAOD138pUb8GxmI244dyOyu0oQWA8JCLNLd6Yj8+3FgAA3grDXEG5RWUQ2buS/MAEnSKCFi3akwdl4KkJvQEAOR3MmDwoQ7V9ERH5Q54fQxau+TEuybYAANqb47Fm1ijGQyLSlBaxkL0ryV9M0CkiWMxGPDSuu3LbIISnRbt9S2n7Na7N90REGtBqfowkYzQAKRay5ZyItKZFLLSYjZjpUBeNClNdlJoeJuhNzM8//4zLL78c7du3hyAI+Oyzz7QuUpMxtlcqAGkikJfHJoelBccUJ1VKy6u4nAYRaU+rFpyk+BgAwNm6se9ERFrSKhZeN6S+7rni/pHsTURuMUFvYsrKypCTk4OXX35Z66I0OfIEIAmx0WhtDM9yGgl1y2mUVbJSSkTak+fHkAkITwtOi3jpYqWtuhbVtepPxkRE5I1rLAxXz0pTbLRyYcAUF566KDU9TNCbmEsuuQRPPvkkJk6cqHVRmpwqZa3L8H3sTbFsQScifZk8KANRdRXEp0aGZ36MxLreRABb0YlIHyYPykD31BYAgH9e3ScssdBgEJR4WMJYSB5E+34KAcCLL74Y8GtuuukmtGjRQoXSUDCqauvW/Q1jgu7Ygl5wphztW6rbdarQasOmvNMQBAEDOiZzXBMRNVBTa0dt3djLtgnhacGJjjLAGGOArdqOAyfPopWptar7YywkIn/Is6qHM0a0iI9BSUUNSiqqVd8XY2HTxATdT/fddx86dOiAqCj/KjOHDx/GZZddpnmCXllZicrKSuV2SUmJhqXRlrzeb2xU+BL0b3ceAyDNDnr+Mz9g3sRs1a7QLt6Yj1lLdkCe80QAMH+SevsjoqapyqGLeUyU6wrl6li8MR+2amm/176xDvMZC4lIBypqpMab+Jjw1Q3lIT9q9yZiLGy6mKAHYNOmTWjbtq1fz9U6MZfNmzcPTzzxRIP7N23aBJPJpEGJtLPjeBUAoLrShuJiG9avX6/q/k7ZavH4d8XKbbsIzF66Ay3KjoR8DPwpWy1mOuwLkC4KzFrifn/FxcWqH7/eRfo5iPTjByL3HJRU1ifoZSXqn4NTtlrMcohPImOhrkT6OYj04wci+xycLasAAPy+dw9qjoUnLaqpkGaK/3nzLsQXq9Oi7SkWznYTC8vKylQpAwWPCbqf5syZg8TERL+f//DDD6NVq1Yqlsg/s2fPxv3336/cLikpQXp6OgYOHIikpCQNSxZ+1l3HgLWbkWxugeTkaAwZMkTV/a09UAQRzj94dhFITu+GIZ1D271z7YEiAA1/XEUAW8uS8fDIHk73r1+/XvXj17tIPweRfvxA5J6DQqsN+GYVYqIEtG7VirEwAj8DjiL9HET68QORfQ7E75cBsGNg3z44p536jWuLN+Zj/5kiAMA728rQtUsnVVq0n/56N4DiBvfb0TD2RnLvWr1igu6nOXPmBPT82bNnq1SSwMTFxSEuLk7rYuiC3K0zXF3c5SU8HNfZVGsJD1Os51aoBasP4qbzMznuiIgAAJXV8oSZ4Rl/7k8slMdJnrFVIzkh1mmspPzYodPlqKqxY3T3tshJT3a7L1uV5y6jjIVE5Eoe/hgfo348LLTaMHvpDuW2CODhpTsxomubkMalQqsNC1bnenw8IZZzhOsdE/QA9O3bF7fccguuv/56JCe7rxyorbS0FPv371du5+bmYuvWrWjVqhUyMjimxBt5FvdwTRInL+Exc4kUjNVcwuPr7YUeHxMBLFyTh4cv7eHxOUQUOcI95lKOhfJYSNel3VzHSQL1YyUBNHjsxZX7Mal/Gp67tq/TfhZvzFfirTuMhUTkSBRFVFRL8TAcK/zkFpU5XagEgFpRRF5ReUjrhrlFZRC9PP719mMeL3KSPjBBD8CQIUPw97//HQ8++CAmTJiAW265BaNHjw5rGTZt2oRRo0Ypt+Xu63/+85+xaNGisJalqXFeZi086/BOHpSBr7YXYvUfRXjg4m6YPCgj5DNq+rpSCgBvrWHLERFJwt2CDkixcN+xs3jnlzxc2be90qWz0GprkIAD9ePG5b9dLdlyFDcO7Yic9GQUWm1YvvsYHvt8t89yMBYSkazGLioJczjiYWN7VsqxLreoHLFRAqpqReX/TikmjOnZDhaz0WuvSgB4k72JdI8JegDeeOMN/Oc//8HHH3+MhQsX4uKLL0Z6ejr+8pe/YNq0aWFpwR45ciRE0dt1MfJE6eIexgQdADokS4G3utauyoyavq6UAtKPQaiv0BJR01TpdLEyfLLaSPO4lFfVKvd5i1++4tqCn3MxvOtZtwm+J4yFRCSTYyEAxIWhR5Hcm2j20h1Kku5vz0pfPYQA4NHPd+GZSdk4cKLU5/ZmfrId794cmfMONAUchBCg+Ph43HDDDVi1ahX279+PG264AW+//TY6deqEsWPH4qOPPtK6iORBlQbLrAFAm8RYAMCmvNOY6VKRFCHNZlxotQW9/awUE3wtlGQQoMrYdyJqepQunWEYc+koxSTFwtyiUiXm+Wrp8earHYUNYqo/GAuJCKiPhUD4LlhOHpSBt/88CIC03NqIrm0aPKfQasPaA0VKnCy02nwm57KZS3bgTR+9KgHg5z+KsO1ww0nkSB/Ygt4IWVlZ+Mc//oG5c+diyZIluO2227BixQpce+21WheN3KgM8xh02aHT0nIaa/afcvu4XQRmL9mObqktnLorufu/uLwaEIFkUwyqakW0NsWiwFrhs4LatW0iTpRUsNWIiDRrQd925AwA4I8TZRg6bxUGdGyJ6prw9WaS3fvBb/jP1H6Mh0QRTo6FMQZAEHw1dYTOwZNSC/fZihoMnbcKI7qkoG/HlhjdvS3W5Z7G/G/2KvW6u0Z2xsa806qU4/EvduPVP/WHKXyHTn5igt5IP/zwAxYuXIilS5ciOjoa06dP17pI5EG4J4kDpKuen28t8Pm8H38vwo+/F4Vsv4IgrTUs23u8FFe+stbtxEpEFFkqa8I3KZKs0GrDmz8fdLpv86Ezqu5TAPDPq7Px4CfOLU8b8ooxbN4qzJ+UjUxVS0BEelZZ14IeGxW+DLXQasNT3+xxuu/n/UX4eX8RXly5v8HzX/nxgGpl+e3wGQybtwqPjc1UbR8UHCboQcjPz8eiRYuwaNEi5OXlYfjw4Xj11VdxzTXXwGjkFXm9ql9mLXzdOjepdNXTF0/TFCzZchSdUkzIMtRi2+FibMg7jU4pJhhjo5GVYgIgjQnNSjGxdYmomaqodlxWKDxzmribvVhN8vweZ2zVbh8XIXUFfWqkGRlWG3KLymCKjUL+6XLlNa7LvfmrsG57jKNE+ibHwjAtaAEg/LEQAK4fkoE/jp/FhryGXdpFAHO+8D3BJoUXE/QAvP/++1i4cCF++OEHtGvXDjfeeCNuvvlmdOnSReuikR/kmYvD2YIezi5T/np22e91f611ul8uqQhpzPq8iY2bvI6I9Mm5Bb3W+5NDRL4AGA4Pju2Kif07wGI2+hxj+ciPVgg/rvJ4mSLQiTwXb8xXJoBiHCXSNzkWxoSxBT1UsfCqvhbERkdh8aYjPp87tFNrDO3c2m2CTvrEBD0A06ZNw6WXXorPPvsM48ePh8HAOfaakuLySgD1ATkcBnQM/zqTAoA7R3XGKz8E1i3KsYJqF6XWpZTEWPRsb1aW9ZCX8QAatrTLy8cdOl2OU6VVTkt+yI9HaqtSJB876Y98sfJsZQ1O2cIzBtxiNuKukZ19dtcckNESm/PPBLUPd8l0TnoyLumdim93HvP4Om+NWXJLuykuGunJRpRV1SIrxYQTJRVYsec4qmrsiIuJwujubdE2Kd5pdmZpfpEdGNG1jXKxYEPeaQzObMU1iIl0QB6DLorS73Q4fp/9jYXejM9OxfNT+gMA+ndM9jqBnABgQCbjTVPDBD0AR44cQdu2bbUuBgVh8cZ8fPqbNBZ80S95iO2XiCFhWF3CYjbimUnZDZYBGtapFdYeVKf7+/ThnfDg2O5IMsZg3jd7G7Wtm/+7ucF9j36+CwKcW9oBuF3qSF7yA0DEtiqxRY30ZkOeNGHlrwdOYd0BYL4pPyyfyQfHdUfuqTJ8s8N9snxJ71TcMLQjrluw3u3jtw7vhM5tTW5jzeDMZI8Tv732pwG478Pf8Jkf84F4MuP937w+/uLK/TinralB11U7gIVr8nCqrBJLthxV7ud8IETa+36XFIuKbHacN39V2H6ffcVCb87r3BqvXj9AuT15UAZGdG2D+z7civW5DeuV8ydlK3HxmUnZfs8GT9pigu6nL774Apdcconfz//mm28watQojknXgUKrDbOX1gckEcCCraWYNi48V0vl4Lk5rxiCIF3ttJiNKLTasGL3cew8agVQNzN7jYjYaMHj/8Vl0tjImGgB/7fucIN9CQBuOj8TAHDbiM44N6sVrnxlbYPnNZZcB5Vb2r2ZuWSHktA7vmbvsbOIjRKU1ie5RclTS/yJkgp89ttRlFXWIruD2al13pdCq03pBdDaFIvMFBMMNvV7UsifPU8takThVmi14fudx5XbIoCHl+4M22fy1esHYNvhYnz+WwHKqmqQbIpBXHQULqyLAYVWm1O8kMmxzWI2KvH00OkyVNXYldd6M/OS7vh8a4GqI+7/OFHm9v43Vx9scN+SLUdxbqdW6NquBVbsOY646ChkppiUXldyjxt/454c43YeLYEpNhoT+rXXbSs9exKQHhRabVj0S55y2y5qFwvfWZvn8/myh8Z1a3CfxWzE4tuGYtvhYqzacwKxMQZktjYp9U3Z5EEZ6J7aQpV6IYUWE3Q/XXXVVTh27BjatGm4XqE7U6ZMwdatW9GpUyeVS0a+uJuQwy4CeUXlYUuSLGYjLssxNrjvhqGZQW8zO62lU0uSIADzJ2Y7HVNOejJuHZ7l15qYanJXKV7o8MP44sr9mNQ/DYOzWnlsiXf00eYjSuu8r6vdizfmu72IIED9lkO3nz1ILWoPX9pDtf0SeZJbVNbg+1UrimGNhznpyR4TM4vZiPkuvY5cY5u7eOqLvF09tR65zi4vc3eBAvAc99zFuIVr83TZSn//R1uxlD0JSAf0FAu7WVo0+A73z2iJLS7DfSb1T/N6UctbbHV8DlvS9Y8Jup9EUcS0adMQFxfn1/MrKipULhH5KyvFBIMAp0TJIACZKQnaFSoEPLXMu7rp/Cy8tSY37LOGBmrJlqNOXUD9MctHa3Sh1ebxR0iE1O1ezavlWSkmt5Xtt9YcVFoDicLJ3WcyShB0FQ/9jW3BbLcptB75CtWOcc9bjFuy5ShuHNpRN63U2w4XOyXngP7KSJFDT7FQjnkrdh9HUWmlU48i1/tCtb+mEAsjGWc589Of//xntG3bFmaz2a9/119/PZKSkrQuNkFqOZHHSQNSa8z0vonNIjmSWpLa49I+7T0ej3z8UTqcUb6xREit0Z7kFrnvciqTe1J4Umi1Ye2BIhRabcrf2w4XK/e5s+1wMRasPoBth4thMRsxoGPLgPdLpBaL2YhzO7VSbhsE4OmJvXUXD/2JbcGQW4+aMse4t3CN995R7tZVDoRjDJRvf7ntKL7aXuAUA7cdLsZzy/bif7/mOT3X8bVv/tywqz8AbOLM0qQBi9mIq/qnKbejBEHTWCj3qvzrRd2URNzdfaEix8LmVzNsHtiC7qeFCxdqXQRqhMmDMvDBhsPYevgMnriiF7oZjvt+UTMiX53NKypHeVU1vlm3C/16dEZ2mhmHT9tw6HQZTpVWoXViLADg2e9/97FF/Viw2nNr9P9+PeTz9b/sP4mhnVs3uN9xcjfHJehk7iZ8e+CjrU69AC7pnYpNh8402HZz6MFBTVfH1ib8evA0rh3YASNTyjA+wiYtdGytWrtjP3qf0xFmYwwAae3zDslGHD5tw4wPvE8Mp6UFqw/i0j6pPocvrdx7Am/8fAC3jegc8D5cJ7i8ql8alm45Wj/0ANIEVBtyTzvFvUc/34VJ/dPw6W9HldfOHNcdX3uYEGsgZ5gmjfRNb4mlW46iR+tovHPrCN1dqFSbHAtX78zH5Be0Lg05YoJOEUNuQE5NigdKtS2LFixmo/Ljk1hyCEOGZAKA26uyKYlxTWZ8kghgyeYj6Ng6AYIgKEshHS0u97q0kuzlHw6gX0ZLbD18BnHRUTAnxOBIcTne/ClXqYi663IqT3ZXdLYSEwd0wJo/Tjboou9p/1MGZURcRYD0o6puaaEubRPROi4yh2PJLVNdDccxZMg5DR7PSU9GWVWN2zkxZAKA3mlJ2HG0pMFjycYYFNuqQ1toByKkJN0f87/Ziy5tTEqMkyejO1FSgQ15p1F9qhK1B4qU9Zlzi8pgio3CrKU7IDpMcOka3+Ql6NxxfK5dBOZ9635FkSGZvsfMEqlFjoWtE6Ii9jfZYjZiXLZF62KQCyboFDHkQBwbzZEdvrgbD9U2Kd5p5uTEuGg8FeAybp4mP2qsfy1rXIu/u+Xk/PXsst/xbID7/3BjPnLSzVxujTRRVSvFwpgoxkJvHMfCy3GvQ7IRR07b0CYpDqN7SKtLuBvHuegvg/D78bMeJ4ILha+2+7dEkwg/Yty69W57Cqlt46FiLN4YnmX+iFzJsTCa/bxJZ5igU8Rggh4Yd7PMu86cnGSMcTvbMgCP9z+8dCdqRREGSDOaR6JwL+dC5Iix0H++Zoy3mI2Y1D+twRrn8mzK6w6ebvAY0LA1Wg+0mEeUsZC0JMfCmChm6KQvTNApYshXSuOiDajRuCzNhbfZlr3dn1dUjsyUBCxck+t1DOWtwzvh0j6pWLXnhNJi5es13ow4JwUxUQJW7j0Z1OtDKdzLuRDJqh1b0Gs1Lkwz8Ny1fXHj0I7YlFeMgS5dtj09duPQjk5xDYDXlnp/495l2RZ8taNQnQNVCWMhaUWOhbxWSXrDBJ0ihtJqFBXFBD2EPLUwebtfrojddL7nNdoFQJn8zbHC6+01vjxzdR+cKKnQRYKut6WtKHI4Xqxkgh4a3tYfdveYu/u8tdT7E/cEANNHZOHrHYWatIYHi7GQtCLXC6MNbEEnfWGCHoC5c+e6vd9sNqNbt264+OKLYTDwMpxeOXbr5AJX+mAxG/HMpOwGEw3JswO7a1GxmI24dXjgSfqtwzspFweyPUzsFC5aL+dCka26RkrfOAa96fAn7k0f3gk56cmY7yam6pVel/mjyKB0cWcoJJ1hgh6ATz/91O39Z86cwdGjR9GrVy98//33aNu2bZhLRv7guEt9cpyQLreoDJ3amDC6RzuvFbabzs/CgtW5frcSya3xsicn9HY7sZOr2y/IQofkBFht1coydPJyTHuPleD/1h32swT1Wpli8PU9w1khJc1U1sq9iRgLmxJvcc8xxk0elIGUxNhGTX7pavLADgCAjNYJyGxtQnyMAdsPW1FZW4uqGhGd2phgMccHvM9P7xzGWdxJM1W10reJLeikN0zQA/Dbb57XRC0sLMR1112Hhx9+GG+99VYYS0X+UiqlTNB1x92EdL6eP39SttclkGTuWuNz0pNxQUYcfsqvdH6uAIhifQu3r5mFbVV2p8meBAAT+zuvFSwb26sdvt91HFU1IpNz0lS13GrEWNikeIp78iScjnFldI/UBpPXBUOOn+5i4egeqQ3ue8alfO4mCI0SBBhjo1BaWYPY6KhGlY+oMeq7uGtcECIXTNBDxGKx4Mknn8QNN9ygdVHIDVEUHcagMxI3B44T1J2xVSE5IRbxMQbkFZUjyRjtNMGSu4T4zgEtcP/lAxpM1CRPYOdPEi1PAOW4DYvZiL+N7eY04dOF3dsiLTkB3+86jtLKGtTaRUTxij1ppIot6E2Wu7jnOAmnI3fxCXCejK5PBzN27N6HlLSOsNqq3U5QF8gFRV8Th8rx9Ya3N2D/iVIUl1eF5sQQBaF+kjj+HpO+MEEPobS0NJw4cULrYpAb1bX17Q1sQW8+fC2B5Iu7iZoCbd32tA3XclXW1M/GVVpRA3NCTIClJQqNaqU3kcAJM5ugQOKeP5PRJZYcwpAhmaEqnl8ThCbESC3neUVlGNY5JWT7JgoEx6CTXvEjGULbtm1DZmam1sUgN+QWI6Bu5mKiMIuLjlIuDpVUVGtcGopkjitaEIXb4o352H7UCgB45NOdWLwxX+MSUaRiCzrpFVvQA1BS4n7WZ6vVio0bN+KBBx7ALbfcEuZSkT/kCinAbp2kHVNsNKpqqpB7sgzprbisEGlDWQc9mpVSCq9Cqw2zl9bPMC9CGps+omsbzs1BYSc33rAFnfSGCXoAWrZsCUFwX6ERBAG33XYbHnrooTCXivzhuNalgVdKSQOLN+Yr4y3/vGgD5k90P/ESkdoqOR8HaSS3qAx2lxk0a0UReUXlTNAp7JS6YRTrhaQvTNAD8MMPP7i9PykpCeeccw4SExPDXCLylzz+l+PPSQsNWo1EthqRdpQWdCboFGZZKSYYBDgl6VGCgMwU9iii8JNb0NmZiPSGCXoALrjgAq2LQEHiGuikJbYakZ7I8ZDzcVC4WcxGzJtYvxSbAODpib0ZB0kTyiRxbEEnneGvM0UEdukkLcmtRo7YakRaqLWLysUitqCTFiYPysA9o88BAIzp0Y5DfUgz9ZPEaVwQIhf8SFJEUNb9ZRQmDcitRnKOLghsNSJtOE2YyXhIGmmXFC/9wYZL0pDj/EREesJfZ4oI7OJOWps8KAPjs1MBALdf0ImtRqQJxyUn2YJOWjHGSp+9iupajUtCkay6VupOxKoh6Q0/khQR5AS9usaOQqtN49JQpGqdGAcAiDEw9JI2HFvQi0orNCwJRTJjjDQFkq2KCTppp7zu81dWJfp4JlF4sZZIEWHlnuMAgMPFNpw3fxVW5bFiSuFnjIkCUF8pIAq3pVuOKH+f/8wPjIWkCWOsFAttbEEnjTgufTpvbQkWb8zXuERE9TiLexD69evndj10QRAQHx+PLl26YNq0aRg1apQGpSNXhVYb3v31kHLbLgILtpZi2jgbxwBTWLFSSloqtNrwzHd7lduMhaQV+WIlW9BJCw2WPgWXPiV9YQt6EMaNG4eDBw/CZDJh1KhRGDlyJBITE3HgwAEMGjQIhYWFGDNmDD7//HOti0qQlrhy7bxkF4G8onJNykORS6mUMkEnDbhb7o+xkLTAWEha8rb0KZEesAU9CEVFRXjggQfw6KOPOt3/5JNP4tChQ1i2bBnmzJmDf/zjH7jyyis1KiXJslJMEACnJN0ggEtcUdjJLeicGIm0kJVigiAAokMwZCwkLciTxDFBJy3IS586Julc+pT0hC3oQfjoo48wderUBvdPmTIFH330EQBg6tSp2LdvX7iLRm5YzEZcntNeuR0lCJjeN5HdmCjs4tmtkzRkMRtx6/BOym3GQtIKYyFpyWI24rHLeyq3DVz6lHSGCXoQ4uPjsXbt2gb3r127FvHx0tqedrsdcXFx4S4aedA7LQkAMLxLCtbMGoULM+M1LhFFInbrJK0N65ICAOjYKoGxkDSTECt14KysscPu2teYKAzGZ1uUv1+6uCWXPiVdYRf3INx99924/fbbsXnzZgwaNAiCIGDDhg1466238PDDDwMAvv/+e/Tr10/jkpKsslpaWqhDKyMsZiM4VydpoT5Bt/t4JpE65OEVrRNjg4uF1qPA6QNAq86AOS3k5aPIIMdCQBoP3LltooaloUgk1wvjYwxISWA6RPrCT2QQ/v73vyMrKwsvv/wy/ve//wEAunXrhgULFuC6664DANx+++244447tCwmOaisW/s3LjrKxzOJ1JMgz+JeVaNxSShSyQl6fEwQsXDLu8CX9wKiHRAMwOX/AfrfGOISUiT4bOtR5e+Lnv8J8yZmswWTwkqOhcZgYiGRypigB+n666/H9ddf7/Fxo5HjWHwKY0uMHIjjYjiqg7QTX5egF5dXodDKpa0o/IJO0K1H65NzQPr/i3uBzqPZkk4BKbTa8Min9Utc2UUucUXhV6G0oDciQWePIlIJs5VGqKqqwpEjR5Cfn+/0j/yw5V3ghd7Afy+X/t/yrqq7Yws66cHP+04CAE6ercJ581dh8UbGCwqvCodunQE5faA+OVfYgfWvh6ZgFDG4xBXpQUVNI3oTAWGvx1JkYYIehD/++APDhw+H0WhEx44dkZWVhaysLGRmZiIrK0vr4umfu5aYL++T7ldJZV0gjovmR560UWi14cVVfyi35VajQqtNw1JRpFFa0AO9WBljcn//ry+rGrup+ZGXuHLEJa4o3OQVBIKqF3rqUcRYSCHCLu5BmDZtGqKjo/HVV1/BYrFAEATfL6J6619r2BIj1gKnD6rWRSgkXZmIGsFbqxG7dVK4KLEwNsBYWF3m/n7RrmrspubHYjZi3sRszFwidXPnElekhUbNx+GuHiv3KLr4H40vHEU8JuhB2Lp1KzZv3ozu3btrXZSmx3oUWPuymwcEoFUnN/cHuY993wKlx4Gu44AOA0LTgh6qsUa+thPuMU3y+Tq1H0hIAVp3AtKHBL5v61Hg8Hqg/DSQ0Cq4bfjavlZjvdztO8DyZKWYkCPsxyjDb4gRq1AtxOJHe39kplzo/YVHNgO/fwdUVwIxccpnWnfk9x/w/d7Lx5TYDuh2SeQkdzoYrxhTVoChhl1oY/fQIu5Jq87u7xcM/sdutWOE6760jBeH1wOnDgLlRUDrLoF9znXwOVHb5EEZeO3HA8g7VY4Xp/TDZTnt/X/xkc1A/q9AxtDGxcK68xxrKwl+G9RkVdQEOdzHehRY+5L7x9a+BAy5XT/f2wiIJc0VE/Qg9OzZE0VFRVoXo2k6fQCAhzVPD6xs/IzAW94Fvri7/vbP/wRyrkNlzU0AGpGgh2r2Yl/bCfcsya7nSyEAV7zo/763vAt8cQ+c39sAt+Fr+1rNHu1u30DA5bGsuh+fxb0Px/429+JTCKv2AFe95v5Fn94BbHvf+b66z7TH12ihwfvv5b13PaZvHgCueKn5zwauhxnQt7yL23+7F3fG2mHfYQCy/gOgm3+vPbDSzZ2CdBz+VPzUjhGu+9IyXjQ4Tvj/OdfD5yRM5LXQWxhj/H+Ra/wINhY6nOe+MABJzfc8k3vOLege6qXurPf2eRP104oeQbGkOeKA3CA888wzeOihh/Djjz/i1KlTKCkpcfpHXngaxwixfhy69SiQ+3PgY3msR90nm9veR/eStRhq2IWWNScDLbGHsUb31JfPehTYuVT6563MvsYsWY9K2/U1psnf/flzXG6Tc0B6P/wcTyWXu8EPXADb8Gf7YZyzwOu+v7gn8PLs+w7Y5pycA5Bub3tfahFydWRzw+Rc5uk1avD1fXT7/nt47z0dUyg+J4E6shlpvy8CNrzle99HNks9f4I9594+w+62HarvuGsZvrwXBkhlMECKL7E2P2KiHLtcdR0nzeLuq9z+xIhQxjWtxoZ6PM46X9zduN+IZia27oJ5VY1rV2EP3MUPX7HQ3efK5TwLqIvr4YqppAuVwSyz5rEXqAM9zMsRYbGkOWILehDGjBkDABg9erTT/aIoQhAE1NbWalGspmH3p54fE2ulK4+/vhzcFT8vVzVnFs+BEAuI380DYgNoNZK322CskShVtnpN8L/l0NeYpfWvoWHFzmVMUyAtlb6cPuD9cX/HlnrrFRGK8anuzovKcxYo3B6bm2P1Vh6PvRQcHF7XsKtm/q/eX/Pry8A1C70/p7H8uQLv6f139957OqZwj2Neehuw/UN0AIAD73tv3ax7riKYFjtPn+Ev7nZumc65Dug4NHTfcUceZmFvd+gzAJcF8VoAv38L/PF9fa8ST+X2FSPWv17XZTREcU2rsaHejlP2xd3ADUs9vz6CxrXKCbo8BM2nXz10K3YXPwHPv5dFv7v/TX9rtDo9OkiXnOcmqvHvRf58x/UwL0eExZLmiAl6EH744QdN9//qq6/i2WefRWFhIXr16oUXXngBw4cPD2wjPz0L9Jvg/kfN3Zjklh2lSYJadQbOHvM+JlYeH9a6C2A9Ur8dY0vP43YAAIb65Byob600tQWqy72P5/NxVVNQ/pe2GTvy/5xf62588eH1wNGtnisFB1YCB1ahQcvhF/c0XBvYW/l+fRnoOcHLmKYXpTFNgPuWSnf786TuvU37fTNQ1sH382McZtX1NK6yVWdIZ9jDj5a8DX/GurvOH9Ai1fN52fQOkL++4XY8vZ/ydtMGANXlsPzxE1C2wvnz6/pajz0+PByn6zhsoO498yH93Ib7zhjq/TW7PgUuftK/4/Y1v4Cn1355DyDWva/y99H1s+bxHDnMKyFvv3UXD0+tG8fs7bsI1Jc9kPHuro5sdk64ZV/eK8Wao5uBqDjpXMUkNHzutveBQbf4P/bV23hF127j295308OgrpVZbqkOdjyhh/fJkvsxsO9q5+N2PafevuNyywzcXcSs+7x4/R4JLsm5/Nq7A4tr8nnxtK+1L0px1tNvXii+O75iISC95/u+A7qN8/B6N+TfCPk32Ns58TTm1HEuC3sVYIiV/m/dBbG2VOfXu/u+uZ6LmATptuM4cF/7joqT6gG2M0B5ES6xRSEf3epb0L19/8tPSzHPnfRz3Z8Ht7+X3i6WOnzXPB23Y13I12fT3fwhLVKlY4wxAWcOea7XuPu9bd+vft+A989ngPt2+xlQY99yHXLHx0BlKdC+b+iP23V+AtfPVd0+0goKkYoWiI9J9/weur62VWfp98rdBUtHjvUeP+ojOHUQqK30Xh9x9/64vkbZv6c46DBG3nH7Qgvvx0NhJ4ii6ONSEOnJ4sWLccMNN+DVV1/FeeedhzfeeANvvfUWdu/ejYyMDJ+vLykpgdlshnVWCyTFCUDrrsCQ2+oDpD+tfe7IrUofXAfs+zqIIwOQ0h0o2uv/8wdMA0Y8JJU792dpLUo/nUkZiJYzVgI//hP48am6e+uurgPBnQNHw+6RrlLKAfDk71IrnSdtewEndnl+vPNooF1PzxV9x/15mpzolxeB5Y8GdhzZ1wKTFngeVwkAg28F9n0PWA95LlvKOZ7PqdxyufIfwOp/OT/m92fC8b2TyykAFz0BGJN9v589Jkg/cMsfc35t0QHgt//6sX9Ix7n2Ref7Oo/2MHbXRc8rgT1f1v3o1+07vqWUIHsz4Cbg8hdc3h8/jrvrWOxsdSl6j/uzcyu5/Nrz7gWW/d395y1tIDBmTn2lweN3r+49KT8NrJjj/TgumiuVV7kg4HgMLp+7nlcCu79wvu+iuVKZ3VXOXO9b+zKw7BHv5fGl10Sp94I/FxROHwgoNnk07B7PvYvclcP1uD29n54MuAnIGiEdw4GVwcfEYXXvn6d9e/uOdB4ttTZ7i2uun/3UbODYds/l6X4p0PtqpVJ/8JPH0Wnn83UP+vEbkH0NMOYJh5jqEjMKtgK7PLSQO7pornQ8WxbV7ztnqudhLQqH76jr++7pu7xkOrDjI49bFAEIV7zk/rhzrvNdph4TgHNGe9j3rcCOxZ73LQIb+zyBwamGhufSn9gN1P+GOE4+mdAK+OQm3691589fAcW5vvedfY3zxQHHiQ9de974S46F3oZKeHPFS8ChX4Btge3b62fAL3XfnUNrgW0fBP5y5bhDuO/WXQFzOnDQIb6kD6mPzwDsooBP0h5Ex5wxGJIW7RwzPX2f/m8SsH+F9yINuwcwtQnuM93g+4T6+q6nWNxlLHDeDD9+l+WypdSVTVLS+UqYb/wfrFYrkpKSvJePwoIJehB+/vlnr4+PGDFCtX0PGTIE/fv3x2uv1Xex7NGjByZMmIB58+b5fH2DBN3RRXOdvrAB63s9sPW94F8flLrA3Hk08Hwv+PuDJgIQBt8GbHhDpWIZpErcijm+r7T6v1F4PD55f8qPgYseE4A9nwW323PGSt1Yg+ajRQkCcM7FjdyHvB/42Jc+iCLge3VGX+etzvC/AWv+HfDnTAQg9JgA7Pm84X6G/63hxZIGxatLEm3FjYsb0sYcShUkS1+gcGv97ZzrpP9dJ5RKsgCrnwt+P0DD77fj5IGuXWp7XBn8d895p3A6P4IA3LdLqrC5DkM49KvzcXt6n4Pdd8CvhZfX+9j28L/VvV9unnPRXGD5nCDLJlWYxeWPNZgbwi8eY2pjzlUAek4A9nxR/76Pedz9ufD7d06F+Onnvu1o5IRIQhTQ43Jg92eN2Uq9RtUNBGD4/Y2PMZoI02dXZ2pFAfuShqLn2bX1d/aYAOz9ouHvqrd4pAdB/i6XVIowzz/LBF1HmKAHwWBo+FPiuBa6WmPQq6qqkJCQgI8//hhXXXWVcv+9996LrVu34qeffmrwmsrKSlRWViq3S0pKkJ6e7j5Bb7IE4JaVwFs+lqsKu8j8saNw0/JzZqjbfaguQoWBINR322/chuB83jW4QDT+38C3f3M5/+H+PDDOUXPDz3Sk8e+ieVMR+O8yE3T94SzuQSguLnb6d+LECXz33XcYNGgQli1bptp+i4qKUFtbi3bt2jnd365dOxw7dszta+bNmwez2az8S0/3MtYGwf8kBfM6P6be8ntLRV890ah9h5rYyL24OzfethaK4/G1D71tV6v9NFYtgNogCur5JaKGx21vWsk5EJLk3P33W71PoKetlv78kvvJrgLYRnDlEZTtiRAhemmD9h27BI+Pa/W5VutcacWf/asZ/9UW+n1oGVMbL5z1ONfXa/mdDfq4PSTn/sYlPXzHnTXB32VqgAl6EBwTXrPZjJSUFFx00UX45z//iYceekj1/QsukUSePd6d2bNnw2q1Kv8OHz7sfdvBlikEr2nMxcuUYw17D7hyrJere6FUaPT2hRYWly16L3Pjj0eAcMVLEIZ7GScf/JZVPt/yftR+X0NBwMume/BKzZUB/6ALPSd42aqW9H/WQy3cR+zpe5lYmhvU9hp3jUJw+q75E5u8Pn7RExDa9PD4Wi2Ecr/CRXMhXDQ3hFsMogx+PkeN8+3PNhub3AiDb23U6xvuPzy/WWoJZz3O9fVafmeDPm4PL/S0Paf7hSgphunuE+NX6UnHmKCHUJs2bbBv3z7Vtp+SkoKoqKgGreUnTpxo0Koui4uLQ1JSktO/ZsvYyuGGcxCyh6T7kr8baGR1Y/gDwMQ3G7eNQGRfC/x1lzTJzujHgI7nNW57Pa90uSOU15Y1/HHpMha4ehEw6jFgxExpLFqgrl6In0zj8KvYO/AjGXQL8NfdjX9//CIALheJPGrrkFwJdT8pUfG+X+fv9pu6DkMcbgT5+V3970YXQ95z42Ohu7aqAL/jHc+v/3v5HODknsYUyLN2vYFbVkn/a6V9P+mfnqQP07oETgL+OA5/AOgwqP72hgXB7/zqRcjvNt3lzjC3h5rc199Uf63WElK8Px6fHJ5yBE2QJkxt3w+667+Xmu1wg0l5U8Rl1oKwfbvzDLGiKKKwsBDz589HTk6OavuNjY3FgAEDsHz5cqcx6MuXL8eVV7omRT7cuQHY/QHw6wvenzd1MVBtk2ZiBqTlUWorgbT+wAdT4DUojXqsblmSDGl90YACmLsxNAZg6gfAB5Pdv8RWV8YRD0kzXgIo3rcGf/9sJ/LtKfgs7jFEBRynDMAtK6RlMGISgLfHhKjrkKcxbgIw8Oa6P/1YyiNIIgQIVy8E0gc3XCpm4gI/JtzzUP6pi4EPp/rYuwENl2TyR91cA419L0Y9BhhbQvzm/sB+tg4sBy5/Huhd9907stn3RGquWmYgNroKufZUeV5X/8nLtvhaH92TqYulWZ+/ud+PJ4vA2ULpz8G3ARvehMfPw4nd0v+Zw4Fx84HXzwNqK3x/fkuPS/8bYgGxJvxd8joOh3hotfpVl6Mb6/+e8Drw2W1BbCR0lT+DoIPxlod+cbihYsX28hel2Zjv+EVa2szXb5YnUxcDeb/6/r10JS8fKN0IfN9q/AYIUcDYJxvxWyYA45+T6gI/BNozoO613zyAoN6H8f+uX57O6aKVP9tyU6cQooD0wThdFIOO+97ysR0DMP5fdcf9Dz/3Ke/HANy8Qprhv/Q4kNxRWubM1E5aZuyt0b42IJ03mVwP6zpWWr7s+Z7B7duc5rk+Je/3lpXAmXz3dcAPp3r/DAlRwM3LgzxuQfrenj0mTSBriJPu9nffAND3Rqnhxl4prf8d8lgjAiuekI6xMfMWjP+3H+9FgOSVLNr1ln6jlW5TOruQQB4xQQ9C3759IQgCXOfXO/fcc/HOO++ouu/7778fN9xwAwYOHIihQ4fizTffRH5+Pm6//fbANmRuD3Qd7bvCEWuq/0F0NWyG92V7MgYDWXXrs1/xovPsxoIADPXy+pwpQMehwJf3AWKtFOgvf0EqyxUveV+mYvW/gJbpQP8bkTx4MnqVDcDX3+/DW7WX4rboQJeAs0sJoXwcl/+ncUuwCYJUaSz63cOxi8Dpg9L+GrsvLwqzrkb73le5f9Cc5vu9HXa389rF8nHFJvj+0cyZAtTYPK9p60mvq5zX+rz8P8EtRVP3uSzcvRbt8z7x/3WiXXpv5AsawSTK1eWIi47DMbTG5py5GLgtgNnPq8ulJZWCrbDHmoDBNwNncgNbbmvjgrrlnz6A13Odt0ZaBkzmqx+1fBz2Kv/LEkqH1qAsqSsSS35Xdz/K+yUALfTR2uUxOe81se576c93qjETaYWhkphznXO8iE0Ifr+xJv9+L131nFAfL3zFVHeGzgB+fUX6DQwFQZB+RzsMCD5+DrtbiiNrX/b9XFe9rgouBgHSZ3Nw3cXr3J8RcLmv+I/0v2udwpyG+PKvvG9PEJyXNWzRpn47/hg6QzrnrmtVA/4di3zO3cn1vqoQek7wsW8v5N9cd68FvNdRHD9rwRx3r6uk7445zf3rfX1+5aVnZe16OrxnwTYSuCHWSr/NwXy/5XIOvtn3e+GJr6Vcj+/0vQ3BAGl2HNITJuhByM11HvdnMBjQpk0bxMf70a2zkSZPnoxTp05h7ty5KCwsRO/evfHNN9+gY8eOgW+sVWfvjztd/Xej51WeA5Lra/vfKAWSwxuk2+mDpf/Xvgy3AXb7h8CFfwfu2yElRa061Vd0+t8orRvuqVVetEuBuPNowJyGEV3b4J/f78PP0efjVnwdWIuZEOV8HJ19Xen2QO5NILdYH9ns+dzJLaWdR8NrSzvg4TFfBBzvOAHtvT3F13s75Hbpn+P7aU6TWmh9tfpsXwxMeT/wBH3oDOfbnUcHPiO3w+fyeOZVaH9oqf8Jr+tnOmOo//t1eH1ctNQy/Xv7qzDwwqullr1TfwAJbTy3zDjuO5hWNcfXe3tv3RHt0nt2y0qpJcRjC7zosv6tw3FMWggsvVlnE9eIMKmdnANQvsNxLYC4JDQusQ2NWhHuexMNnQFc/KT0vS4/7fm9FgzA6DnSMnPmDoD1SAB7F+q+typ8Fq58Fag4I61N7Vqpb9W58d+dQN87x5g15I7AvneOcfb0Qel3obErlYhC/W9YMPETglQeIPD4B9Sfj0DPheNrgeDey7a9pM9E59EN6hQVCWnet+d43oD6+oz8vniNiw7nzJ1WneH9c+XP671w/d0MZN/eXgt4r6O4njNV9u2JoeE5c33PAu7V6YFcRwzmM+343vr8HLh7uUFqsDq2I/jWd7mXw+mTwPxLgtsGqYJj0IPQsWNHp3/p6elhSc5ld955J/Ly8lBZWYnNmzcHv+66OU26MutW3RVj1+7PjqrLAnutOU3qHtzb4croMA9B2LG1Mmt4w211GCC16nki1kqvB1BSUQ0ASE2oDTA5F5Qr7IrTBwLZgiTnOuCCB+qPG/By7iBdjVX25WUe0V4TPG/jipc8v7fD7kaVsY33Mvvz3rq+n4D0/+X/gdfO22Kt1CLlaVxmr4n1a1jLXFvDgMBbkwXnz2WVsY10W4iqezwqsO+DXNlzR6m4NNx3bLQUditraqXtDb4ZuGS+9Bm54kU0OHeCyzn3dX59HLfXz54ncivB4Ju9nCMvlt4M9JlSf65D9dPTukujXi4ADd/DnOuk70/IOr/XfYcrS6RuxTlT0eCzkXOdh/tCTxSBbwwjPX/H5O+1t/d66Aygqu5z5JqcC94q5oL0Ge8zxXMBe3no2QN4r5R3Hg30ux4Yepf7Fjdf353EVPf3D51R/91z/X4KgvRZcfdeucYsr7+3PvabNVza1hVBtNA5sSu/i0H1xhl2d30c6TAgsM+o4/nwdi7cvcfuzmWfa/3fNwAcXlf/Wpc6RZWxDdDHW4LjcN4cyyC/L23O8fC6us+7t3qUu89VwK/31BPRze+mv/v29VrARx3FzTkL175zprg/Z47vmae6ZyAc64iBfqZd31uvnwMP5B463cb5EVs8bLfPZOl8ZOprXgpiC3rQVq5ciZUrV+LEiROw251/5NTu5h5SQ+6o60Lnso7uLSt9B0i3V7H9fK3j/t21ovtqvbcedWmtc+HQ8l1iq5H+N2YANndXyT1dARYbBlaPVzm9XPmUewM4/mB42o7jcceY3G9P1mcKsPvzhsdzyyrp/FuPunlv664s7/XR4tWY99ZXy4z83ox/zn2LkNwdcNAtUqXKXWuYXEaPBGDqh0DBFmnsmmPvBUeOV9Xl8x7I9+GKl4AXejc8x3KFybWHAYC4aClJraxxUzl27GlSfhpIaNWw3F5bDvw4bo+tT14+w41pgQfqW+FvXh7C+RwMwMVPNWrcnli3egHOHmv4WXPs8dMyIzTzTzj2RjiTL90nvz8X/r3h5+XQWuBMXuP26UIQgPHiz8CFO4FBtyBvzUfIPP9a959vT+91x/M8zzUhCsCoR4CDP7j/HrVIreua6sHQu93HtamLpYmPPM2P4U/y2tlLq1npcTT8Dri0xLnrCWZOk+4fdAuw82Pp+LOvdn8+Pf3eNuhR4KYF0HH/jr1ufnwysO+y3EPLV8trA27KdNVr0nHLY4TleANI5+jUwfqx0q7nY8gdENe+AgEeYue+76T3xN1rrUeB7R8FVvz0cz0+FGs7KX0vPfFVH2lsXcjxc3XqIFB+Emh9jpR4eUvOXV+/7zug4Dept46nz6CH1/7+w3vomhzl+f1yx9dnSP6s+Sq3r89KoPt2V+dyIQ65HfZfXkaU0IhWdNc6otvvt8tn+tQfnt9bT+ej7KT73znHXgZeez0KQJeLpe+pq+2LpXMltPDrkCl8mKAH4YknnsDcuXMxcOBAWCwWj0ucNQlyq4LruCx/AmRjXuu4DXfj03213nu9cgvg/L8qrz9b14JeZbIA57mUd+id3pONwxsAs0OLjqfyehtP7zp22d/j9tXSGWvyfv49vT/mNAA+EvTGvLe+WmbGPF5/xTnnOmDb+/WPOV459zb2TS5jr6s8dJUXpfMz6mHf5ZXLIgvkuL2eYzh/durILehV7hJ0pTxeWhF99azwddx1ZRa/uFeqHMtl9jgvAoD+f25cCzxQ3wovz+dw/l+B1c95f42j9v2Bwm0N56Rw9xkCnO/zxd1nzfF9yP05dF2y5fPgOgeE6/tuPRry5FwWBTtOHd6D1r3H4HhWDTI9fb49vdenvH3H6+bt8PQ98jr2VJASeHevledCcRs3fbQyyrz2gBKl8aDymG/X77LM0/fTV7ySX+vu2ADPMcTdNhzHIzuOh/bnN03uoeU1fkJKFA7+6LtMno7bWwyr2//G7Dnov/0JRAv2hvvwNOYa8P0b4zou10eLbHz5Ue/bc5xLwJ1Q1YV8nTNfr/d2zny8tthyATBkiO/nuu7T22dI/qz52kYwx+1t3+7qXC5sxlQ8XnMLno5+G9GCHSIMEAb8Gdi8MLByONYRfdUH/Hl/PJ0Pb3UlwPvvsii6T86B+t6mrdWb4JqCwwQ9CK+//joWLVqEG264QeuihIZrK6I/FZ1QvNZ1G25aGz3yNV4noZXy59kKqQU9yRij7Gv3L1+j53mXSk/wNA4+kPIC/o/H97Ydf1rZHbeZNdz7+dfivfV1Vd2xa7vcAuOtpdyboXe7/4H21eLhTaDHHeDz4xy7uAfD2/n197j734itJa3Qr6O5vszWo54/w1kXuOw/wLFy7srmtCyiH8b/S0reXM+zp8+QfF+rzh5n7xbkSRkbG28C4TqvhSfBDKfxU60o4PL3CnDvxHxkenuiu5ZBIQrI8NwaCQjeY5PXc1n3fnj7TgXze+F4PB6L7TLmO9jfM188HVuo4jTg+TfN9TvoKX5CqG/1U/FcHO10Ne7Z2AqXd6jAIzdcGuD76OkzVFd2d71iPKhISPOyPfgeDw2Epi7UFKnxGxyGfZdW1uCj2lFYbe+DX6ZnYlt+CfqlVAWeoLtS63Pgq64Uqt9l0g2OQQ9CVVUVhg1rZuM1PI31Vvu1jttwHc/s6/lXvOj5cYfubEfPSFdxlUmRzGk42zrHZVyhO0J98u2rvOY04KK57p875gnvrSGejtvTmCTXlnZf5z/c7605TVqn1h13PwYdBngeN+qL23GQfvTA8CXQ4w7g+XExUtjNPVmGQqstuLIF81lzUWVs41xmj9t1+R6Y04CLngiszO7K5nGSKS9jEj2dZ3efIfm+buM8lleEn5UTcxow3NMkUAGSe5D44nWIi5uYkNrXr92LIjC/ZioKxNZ4eOlOnLJ5uVAktwg5ztMgtwx6+o4Pf8B7bPIWcx0vXnj7TgX6e+H4Ol/fnVD8nvlTDnfnJRRx2t/fDUCJn85VeoexsSqfi7joKBxDa6yu7o5CBHDBzp8YFMDvSpWxjeftybOg+1sutT87eqPWb7DK+y6rlOJecXQbHG89SPoMpAfYg8BTHVGtz4G3z7TX74SXXr7n3x9Zn9cmhC3oQbjlllvw/vvv49FHH9W6KJFNvlK5dLrzuroOXX8Wb8zHO2vyAACfby3A0M6tMXlQhvvt/PwssHkRpCuQBmlZlkAC13n3AhCA5Y/VbUOQAuZ5XsZb+uLPmGQ9Gv2Y1A1292cOd6r0o+04DtLUzv9xexrZf7wUAPDNzmP4btcxzJuY3fAz6YsanzW32/XwPWjwPHgf6jHgpoZlkytXTl3R65IDeTylpzGojT4uqby5ve5FJ38/K51Guu+SP+weYK1LwplxHpD/S8PnAp4nR3TlqcvisHvqV1BwjQkr/yEtMwlAee9sZ6TZ1kU7akUB82umYEHtZQCAWlHEsVIfPTk8tQi5+473mACM9uN30THmbvmv1ELvq2t3qLh8FkQAwkVzG//d0ZNAfjeueg27jOeid9zRsMfP9QdPAQD2Hj+L8+avCiwWnncvcDrXTYunn71i3G0PgvJdAQTpotzoxwLbTiTS8jc4yH1/ukUa5ldRbcd581dhet9EDBmSVreMr8MQGqB+GI3tjO/fRi15+l32trRvp5FhLCAFQhBdF/Mmn+699168++676NOnD/r06YOYmBinx//9739rVDLfSkpKYDabYbVakZSUpHVxQufI5gZdfwqtNpw3fxXsDp/wKEHAmlmjkL93O4a4G29lPdr4rkmh2IbK1q9f7/74Q+3IZt0mzmE7Bw4KrTYMm7fKqcVK/kxazMbAN9iIz5rX4/d3u9ajDYd6uJs07687PW8nnJ8Rl/Ku33vE/8+A9WjDYxOipKUgAecLCi1S3U9mJhiA+7ycC1/783Uu5de5vnfWozh1eA8u/b8CHENr5alRgoCXxrbE+JGN6BHmJvYGRKt4Wbff3w5Z0W/kZeHbrw5pFgvnr3KaSzTgWOjtOxnAZ8np+JvA77catPgMaMXdZ88gAL/MulD67Mm/E+4ubjWFz4fr77I8hM3Ld6XZ5gZNGFvQg7B9+3b07dsXALBz506nx5r0hHFNmZuJanKLypySc0BqMcorKvc8tkPu1tcYodhGc+HPxEkRJLeorMEIMfkzGVSCrtZnzd/tmtPQYEIbb5PkuBPOz0iD8gawfrfc3dvfCYCCmfwykP15e52b4TKtzWkwtfkROCm1zEcJAp6e2But7YX+lceTxr5/WsXLuv1WnVgf/n2TFAs9/D77HQuD/Y742iZ/v5s1d589u4j6z5673zVZU/h8uCu/Gt8VUhUT9CD88MMPWhehySq02pBbVIasFJPPH+FAnuvutadKK2EQ0KAFPTMlAflFwZSeqHGyUkwNpnGRP5PNRnOeLCmQY2vMZGbB7M+Fu/hZWS11Z79vdBdMHpwBi9mI9esbmaATBSErxdRgNc6gYmFzjjfklbc6ouNjAJz+PlVa2XBBRQHN63fYHX5XmhQm6BQ2b/x8APO/2asExesGp+Pu0ec4BVY5qO44cgbzv90nj67F9OFZuOn8LABSoDXFRqGsqtZt8H1nTS7eWp2rvFZmEICnJ/aGxWxEvupHS9SQxWzExP5pWLLlKID6VsygWs/1rCm0MgQrkGPz1hLjwOvFSIf9eat0OsbFHUetmPfNXmUTtw7PQitTLI6cqQAAvLhqPywtjYHPfUAUIhazEXdf2AUvrtwPoJGxsDnHm2Yo0MTaXX1v++EzeOY7qY5oEKDMX1BotUl1wDW5EMX6OqC3sbxRgoBb+gbeENQk8bvSZDBBD0JZWRnmz5+PlStX4sSJE7DbndfPPHjwoEYl0683fjqAed/udbrv/Q2H8cGGw5g/SQqsizfmY/bSHQ26pYsA3lydiwWrc5XbMsfg626BCcfbnG2B9GD4OW2wZMtRZKcl4c0bB0ZGpYA8cox7jhVNb89zjXvy3568WRc7ZXYReHjpTozo2iYUh0AUlCty2uPFlfthio3CigcuYCyMAN7inacYJ/MU6+R4dsZW7dQI5O657jw0rhv6xrNbJekLE/Qg3HLLLfjpp59www03wGKxNLtx54VWGzblnYYgCEhPNqKsqham2Cjkny73eV9WigknSiqwYs9xVNXYERcThZwO5gbJuUwEMHPJDlTV2jHn810NknPX53q7z1cgFsFKKWkvtm4ddGNMNCukGjtlq8XaA0Ueh9H4Gmbj+PiJkgpsyDuNTikmGGOjnV4jx9RDp8txqrQKnVJMGNOzHXYXWDFryQ4ldtlFKR6a4qIbxNRZS3coFxkDrYC643M+DiKVxUZJy/fZRTAWhti2w8XYkHcagzNbISc9OejtyDHOU69Fd++bvG/HWAgAn2w+jOeW/aE8T4533VNboKi00ikW+qrvuaoVxQbJub/++d0+vDS2ZRCvJFIPE/QgfPvtt/j6669x3nnnaV2UkFu8Md8pSIbLo5/tCst+WCklrcXVJeiVNT6WtyJVLd6Yj1nfFUPEerct175atj31+JHJrwHgNqY++rnnmDfj/d+Uv931DAoFzsdBWouLkWJhVa3dxzMpEA98tFUZRgUAk/qn4blr+wa8HXcxzrEV211cdN23/BpvMezKV9YGXDZ3GnOx0udyk0RhxgQ9CMnJyWjVqpXWxWiUb3cUwNSi1Kk1fNuRM3js891aF01VrJSS1mKVBJ2V0lAotNqwfPcxFJVWIaeDGcbYaCWe5RaVo7UpFpkpJgzomKy09mw7XOy25bqqxu61ZbvobCXOPycF246cwZzPd3utEMqvaSy1knPOx0Fai42SYmGtXURNrR3RUbx07o0/E+duO1zcIEFesuUozu3UCuef0wbLdx9DblG50osHAJbvPoate0tRmnTMKX66i3GOtx3jZp8OZny9o6DBvl1fo0dRgoDUxCiti0HkhAl6EP7xj3/gsccew3//+18kJDTNWR8f/GQHDHFNs+zB4iRxpAdx0VJFoIoJeqMt3pjvdxIsAJg/SWrR9vSaRz/f5bVl+9llv+PZZb8HXE49aW+Ox5I7h7FLMWlOvlgJSK3oTNA983euigU/u58D6cFPGsY811i3dN/moMrmLWbqXciWmyQKMSboQXjuuedw4MABtGvXDpmZmYiJiXF6fMuWLRqVjLz59M5hjRqLRRQKcWxBD4lCqy2gFmoR7ruaR5oCa4XWRSAC4JKg19iREKthYXSs0Gpz6mpuF4HZS3ZgRNc2DVbB+WrHMY1K2TQtvXMoctKTudwk6Q4T9CBMmDBB6yI0aee0TcQfJ0rDvt+9x84yQSfNsYt7aCxck+v7SS4iPTmXzfxkO969eYjWxaAIF20QlLXQ2aPIs4VrchvMdWEHsHBNHh6+tIfT8ygwzy37nbGQdIkJehDmzJmjdRGatHdvHozdBVbc/F/v3an+NCQdlpZGPPt9aLqUzl7a8IozUbhxkrjAuJsBvX3L+AZLh1FDz16d7bZr689/FGHb4WJesCRNCYKAuGgDKqrtvGBZx3WceaHV5jHWvbn6IC7tk4q2SfHYlHe6ycTEPw1JBwTg/9Yddvv4g2O74mxFNd74KbdRF1UfHNsVAJQx8u7qnHIsJNIbJuikCgFAv4yW2JJ/xum++ZOyYTEbYTEbMal/mtsJRQBp1tEnr+oDAEhJjAvJZEt2EcgrKmeCTpqKi5HGoDeFCqm/S+z4M3mRu227m7DIcdmy/6z8A6v2nlTn4DTgLS4CoZlUDgAEAZg/MRvXDMzAT/tOuu32uimPCTppLzZKvwm6Y1wD4DUWOv4daFyUY+F3O45h7cHTyv2ju7fBsRLvQ1JCNQN6uDjW7WxVdqc6oBwL5bH1WSmJeHjpTtSKDdP0Sf3TMDirlceYeVm2BXeNOsflvlSPsbA3h1eQzjBBD0JtbS2ef/55fPTRR8jPz0dVVZXT46dPn/bwyqbj2auzYYyJxhlb/bElJ8QiPsaA7YetiI0xwGyMUe7LKypHkjEaR07b0CYpDqN7tIPFbMS2w8VYteeE032y567tixuHdsSqPScQKy+3UmPHhd3bOlUcJw/KwIiubbBi93EUlVaiTwczbFV2CALc7js7zYwJr6xtcOXVIACZKZE1MR7pjzxzcVWNHaIoQhAEH6/Qhr9L7ADwa/Ii1227Vqwe/XyXakuKNcbtF2Th9Z88t0w9Mr47SitqlNiz/YjV46RJn90lzYPhKS52T23hNnY5enBsV3RPbYG8onJkpiTAVmVvEKf7O8xYP31EJ7eV0oGZTM5Je7HRUQBqdNfF3TH+OcY9meN9jYmL3ia6XKmTi5O3X5CFDslS3clqq0ZVjR2JcdF46pu9Hl/z9p8HKLFJfo1r3c6xDuiujijX/fKKypEQa8D2I1YUlVY6bSclMdZty/j0EVlu7vMcCysK9HGuiWRM0IPwxBNP4K233sL999+PRx99FI888gjy8vLw2Wef4bHHHtO6eI0iX8G8ZqDnCvboHql+by8nPdlrK42vx2UWsxE3DM30e7/zJ2U7TQgl1P1AsvWctCav/QtIMxfLs7qHi9yqc8ZW2+A+uSVoU95pzFq6A64NF65L7MxasgOoG0Mq3+e4XJnr903uru6pQhrq5Pyctib8caLM63NuHd4Jb6/JbdBK49iak5WS2GCCObmV2rXSnZOejNhoQ4P4M39ithLrPMW9nPRkzJ+U7bXVyLVVyJec9OQGvZUm9U9j6znpgjzkR4u10B1joWMMPFFS4RT/3MUl0cPfSlx0uN8uAg8v3YkRXdsAkJY123m0BBCBjzYfCfVhObl1eCe8udr9zO6+eIpxsiRjjMe46G890VcdUO5xKT/X1egeqX7HN2+xcH2BX8UlChsm6EF47733sGDBAlx66aV44oknMHXqVHTu3Bl9+vTBunXrcM8992hdRJ+eu6YPWiWbPbZ8N3XyldfNecUQBDi1KBFpKc5l5uJwJuiurULzTdKCg95airwRPTz50c934bHPdzl1V3TXIh9KAoB/TOjl1FrTNikeQ+et8vgaA4Cbzs/ETednIq+oHOVV1dh+2NogFjrGkzO2qgat1K4aE3/8aTUKlNxStSmvGAMz/bsoShQOSoIe5hZ013gkfLdKaQ1vbIhy9/paUcTCNXlBJ8vBMAj18U3ugSjHxc15xTh0ukyJlUcP7IE9OVPpjeMrxgGBx0W1BBLfGAupqWCCHoRjx44hO1vqwpSYmAir1QoAuOyyy/Doo49qWTS/je1tQVJSktbFUJXFbMRlOUzKSV9iHdb6rayxo0WY9uu6VI8IqbXbsUIaytxZRP3EjLsLrKouceY6dtHRM5Oy3bbYCwIwvW+iUpmU//fU8hNoPGlM/PHVahQMf3srEYVTrAaTZrrGQkCdGOhIAEKSnKcmxeFYSaVfz515SXcljrj2QHSNTRUFURiS0z7g8uilnhVIfGMspKaACXoQOnTogMLCQmRkZKBLly5YtmwZ+vfvj40bNyIuLk7r4hGRjgmCgNhoA6pqwjsxUm5RmdvWazXHfNtFaUmvn/8oUm0f1w1Ox92jz/HZmr1i93HkFpWhdWIsMlub0L9jMvL3bletXETkW6wGLeieYqGastOSsP1oSaO38/zkfkiIlYbQ7Dl21uPzZl/SHbeN6Nzo/RGRNpigB+Gqq67CypUrMWTIENx7772YOnUq3n77beTn5+Ovf/2r1sUjIp2Li5IS9HBWSrNSTJpMwhaK5PzJCb0wuoc0y3sw3Sk9zWGR3+iSEVFjOE6aGS5axEJ/k3Nvy8vKE91azEZ8e98IZbJJedJewL+u6USkf0zQgzB//nzl76uvvhodOnTA2rVr0aVLF1xxxRUaloyImoK4GAPOVoa3W6fFbEROektsPXwmbPvMTkvCjka0Grnruq6H7pREFBqxGkwSZzEbMaxza/xy4FTY9umvS/ukYWjn1khJjPM50S27ahM1X0zQQ+Dcc8/Fueeeq3UxiKiJkCeGq6wOX6W00GoLa3IOQJqp2IfP7xqGw6dtyoRFHZKNzW7SSiJyT54kLtyxMBTJ+V/Oy4TFHO91ubFAOC4Fy4luiSIbE/Qg7du3Dy+99BL27NkDQRDQvXt33H333ejWrZvWRSMinTPUTZdeaLUhJ71lWPaZW+R9uTFP5K6gUYKApyf2BgC/J3zz9hzHpcfYCkQUmex1a5mdKPVv4rNQCDQWCgIwsV8aPvutALWiqMRCuWdPkjHG49KRXrcLeG0h18sEbEQUfkzQg/DJJ59g6tSpGDhwIIYOHQoAWLduHXr37o33338f11xzjcYlJCK9WrwxH4eLbQCAO97b4nWd2VCS1zgPxLNXZ+P8c6Qlv+SxjwCcltaRlzXr08GM6e9u9jn50oNjuyqTtLFFiChyLd6Yj59+l+aoeO77fWiTGBu2WOhuDPoj47ujtKLG45juv43t1iAWAs4TURaVViq9gP6zar/Xcrz15wGwVdnZQk5EDTBBD8JDDz2E2bNnY+7cuU73z5kzBzNnzmSCTkRuycv7yEQReHjpTozo2kb1ypnFbJQqjnUXBxwJAPpltMSW/DPKfZP6p+GagRnKa1235a5lZ+a47pj3rffunv0zWmFo59aBHwARNRsNYiHCGwvH9GiH5XuOA5B6NM3z40Kp4/KH7h5znYjywMlSfLXjmMftJcTGYHQPxkIiaogJehCOHTuGG2+8scH9f/rTn/Dss89qUCIiagrcLe9TK4rIKypXvVK6eGO+U3I+LisO3bLSncZ6bztcjE15xRiYGVy38+wOZq+PCw5jLIkocmkZCwEg1RwPALiqX3tc1M6G8Sq03E8f0cljgm5gLCQiL5igB2HkyJFYvXo1unTp4nT/mjVrMHz4cI1KRUR6l5VigkGAU8U0ShBUr6i5tlYBwLK8SsyZkhHSWYFNsVFeH79rZGd24yQizWKh7HBxeV05EtHaWKXKPnLSkzGpfxqWbDnqdL+78eZERI6YoAfhiiuuwMyZM7F582Zl9vZ169bh448/xhNPPIEvvvjC6blERIDUDXLexGxlQiFBAJ6e2Fv1ipq71iq7iJC3VpVVeV427pLeqfjb2O4h2xcRNV1yLJQnnBQQnlgISL2Jftx3EgDw/PLfcWu/RAwZos6+nru2L24c2lFZr5zzbxCRP5igB+HOO+8EALz66qt49dVX3T4GAIIgoLY2fOscE5H+TR6UgW93HsOP+07igYu6hm1SJNfWKjW6WLrbDwC8/ecBGN0jNaT7IqKmbfKgDOwtPIuFa/MwsX9aWGKhu7HvC7aWYto4m2pJM1eqIKJAGbQuQFNkt9v9+sfknIjcaVk3Q3B8jPcu4aFiMRtx+wWdldtRgoDpfRNDXiGVW8WiBEHZzzOTspmcE5FbrRNjAQAxUeGpjnrrTUREpBdsQSciCrPYaKkyWlljD9s+h3RqjVd/PICMVglYfNu5yN+7XZX9yEsOuVuOiIjIUbhjYbh6ExERNQZb0AOwfv16fPvtt073vfvuu8jKykLbtm1x6623orKyUqPSEVFTERcttZyHM0E/W1ENALCY48OyjNHQzq2ZnBORV7F1LedVYYqFFrMRj17WU7ltEKBKbyIiosZggh6Axx9/HNu317c67dixAzfffDPGjBmDWbNm4csvv8S8efM0LCERNQVxSqtR+IbBnK2oAQC0iI8J2z6JiLyJ1eBi5chubQEA8TEG/DLrQlyYGR+2fRMR+YMJegC2bt2K0aNHK7c//PBDDBkyBAsWLMD999+PF198ER999JGGJSSipkDu1hmuViMAKLFJLehJ8RzZRET6oMTC2vDFwjPl0rJqrU1xbDknIl1igh6A4uJitGvXTrn9008/Ydy4ccrtQYMG4fDhw1oUjYiaEG26uMst6EzQiUgflN5E1eHrTXSm7mJlywT2JiIifWKCHoB27dohNzcXAFBVVYUtW7Zg6NChyuNnz55FTAwDPhF5FxcjV0rDl6Afs9oAAIa6GdaJiLSmRQu6tVxK0AVIy64REekNE/QAjBs3DrNmzcLq1asxe/ZsJCQkYPjw4crj27dvR+fOnb1sgYjIYWKkMFVKF2/MxydbjgIAFq3Nw+KN+WHZLxGRN1oM91m59zgAYGdBCc6bvwqr8irCtm8iIn8wQQ/Ak08+iaioKFxwwQVYsGABFixYgNjYWOXxd955BxdffLGGJSSipqC+BV39bp2FVhtmL92h3BYBPLx0J07ZwtellIjInbgwz+JeaLXhq22Fym27CCzYWsqWdCLSFQ5GDECbNm2wevVqWK1WJCYmIioqyunxjz/+GImJiRqVjoiainC2oOcWlTmt+QsAtaKIY6VM0IlIW8rFyjAl6LlFZXAJh7CLQF5ROSeMIyLdYIIeBLPZ7Pb+Vq1ahbkkRNQUxcXUTRIXhjHoWSkmGAQ4JelRgoDUxCjPLyIiCoPYuoaOcLWgZ6WYGtxnEIDMlISw7J+IyB/s4k5EFGbhXAfdYjZi3sRs5bZBAJ6e2ButjUzQiUhb4Z4kzmI2IqdDfSNLlCBget9Etp4Tka4wQSciCrNwV0onD8pAalI8AGDBjQMxeVBGWPZLROSNFpPEtWkhxcLpw7OwZtYoXJgZH7Z9ExH5gwl6E/LUU09h2LBhSEhIQMuWLbUuDhEFqX7t3/BVSivqWus7tmZXTiLSh9gw9iaSlVfVAAB6p5nZck5EusQEvQmpqqrCNddcgzvuuEProhBRI8RF141BD2OrUXmVVAE2xnLqESLSB/liZXWtCLvrbJYqkWNhAmMhEekUo1MT8sQTTwAAFi1apG1BiKhR5Erp2YpqFFptqrfi1NTalS6kpliOPScifZBb0AEg/3Q5Mt1M4hZqcgs6YyER6RVb0ImIwmzV3uMAgOLyapw3fxUWb8xXdX/lDuutG1kpJSKd+GJrgfL3hc/9qHosBBx7EzEWEpE+MUFv5iorK1FSUuL0j4i0U2i14YUVfyi37SLw8NKdKLTaVNtneaVUIY02CMoa7EREWiq02vDY5zuV2+GIhUB9gm6KYydSItInRieNPf7440rXdU82btyIgQMHBrX9efPmud3+pk2bYDKp35VMr4qLi7F+/Xqti6GZSD9+QLtzsPNkFVyHWtaKIr5dvQm92sSqss+Cs1KFNDYK2LBhAwB+BgCeA4DnINKPH4isWAgApRVVAIB9u3agOC+KnwHwexDpx19WVqZ1EcgFE3SNzZgxA1OmTPH6nMzMzKC3P3v2bNx///3K7ZKSEqSnp2PgwIFISkoKertN3fr16zFkyBCti6GZSD9+QLtzkGG14alfVjlVTKMEAZcMH6jaWPSdR63AijVIMsYpx8zPAM8BwHMQ6ccPRFYsrLWLqPr0GwDAsMED0Doxjp8B8HsQ6cfP3rX6wwRdYykpKUhJSVFt+3FxcYiLi1Nt+0QUGIvZiMcv74XHvtgFADAIwNMTe6s6UVz9rMUcc0lE+mAxGzFvYjZmLtkBIDyx0OYwHwe7uBORXnEwYhOSn5+PrVu3Ij8/H7W1tdi6dSu2bt2K0tJSrYtGRAG4bkiG8ve39w7H5EEZXp7deGV1sxbbRVH18Z1ERP6aPCgDqUnxAIA3bhigeiwsr6xR/j5dVqnqvoiIgsUEvQl57LHH0K9fP8yZMwelpaXo168f+vXrh02bNmldNCIKQHSUAVEGAQDQMkG9sZayFbulWePzTpWHZdZ4IiJ/meKknj0t4mNU39fHm48of5//zA+MhUSkS0zQm5BFixZBFMUG/0aOHKl10YgoQPJs6vL65GoptNrw/vr6Sqg8U/IpW62XVxERhUdctJSgV1SrG5MKrTb8a9k+5TZjIRHpFRN0IiINxMVI4beyRt3KYW5RGVwmSkatKOJYKSulRKS9+lio7sXK3KIyiG5mjWcsJCK9YYJORKSBuGgp/FZUq1spzUoxQXC5L0oQkJrICeOISHvxdS3oaifoWSkmCC7BkLGQiPSICToRkQZi6xL0qlp1K6UWsxEX92qn3I4SBDw9sTdaG1kpJSLtKS3oKndxt5iNmDYsU7nNWEhEesUEnYhIA/K4y0qVW9ABoFtqEgDgoh7tsGbWKNVnSiYi8pfSm0jlFnQAGJLVGgDQtV0iYyER6RYTdCIiDcSFqQUdqB/n3rF1gqprDBMRBSo+Rr5Yqf5YcDkWpiTGMRYSkW4xQSci0oDcxT0sldK6Vnq5KykRkV7IFyvVHoMO1MdC+aIAEZEesbZGRKSBsFZK61qN5MmYiIj0on64T/ha0OX4S0SkR4xQREQaiK2rlKq9DjrAFnQi0q/4MC2z5rgPJuhEpGeMUEREGghvC7pcKWULOhHpS1yYllkDgIq6Vnp2cSciPWOCTkSkgfoEXf1unfWVUoZ8ItIXZRb3sHRxZws6EekfIxQRkQaUddDZgk5EEUyZxZ0t6EREAJigExFpQk6W/zhRikKrTdV9cWIkItIreW6MgjPlYYiFbEEnIv1jhCIi0sChU2UAgE82H8F581dh8cZ81fZVwaWFiEinth0+AwBYn1useiysnzCTsZCI9IsJOhFRmBVabfj1wCnltl0EHl66U7XWI7agE5EeFVptWLrlqHJb7VhYwVhIRE0AIxQRUZjlFpVBdLmvVhSRV1Suyv6Ubp2cJI6IdCTssZAt6ETUBLC2RkQUZlkpJggu90UJAjJTElTZn1Ip5SRxRKQjWSkmCC7BUNVYyBZ0ImoCGKGIiMLMYjbiyr7tldtRgoCnJ/aGxWxUZX/lVTUAgLMV1apsn4goGBazEbdf0Em5rXYstNqkGGgLw5JuRETBYoJORKSB4ee0AQD06WDGmlmjMHlQhir7WbwxHyUVUoJ+/VvrVZ2AiYgoUFfkpAEAkuJjVI+FW/LPAAAe/3wXYyER6RYTdCIiDSTESt3NY6MMqrUWFVptmL10h3Jb7QmYiIgCJcfCGrs9bLFQBGMhEekXE3QiIg0kxEUDAMqr1OtqmVtUBrvLDExqTsBERBSohFgpFtqqa2F3DVghwlhIRE0JE3QiIg3IrUby+HA1ZKWYYAjjBExERIGSY6Eo1i+DFmqMhUTUlDBBJyLSQH2Crl4LusVsxOxLeii3owSoOgETEVGgjA5LnqkVDy1mI+ZNzFZuGxgLiUjHmKATEWlA7tapZoIOABf3agcAiI82YM2sC1WbgImIKBgGg6Ak6TYV4+HkQRmIj5GqvR/dNpSxkIh0iwk6EZEGTA5d3EVRnXGXAFBRtwa6KS6arUVEpEumOCkelqk45EcURVTVSPEwoxW7thORfjFBJyLSgLEuQbeLQGVdpVEN8nq/8Q7dSImI9MQYhiE/VbV2ZaK4+FjGQyLSLyboREQakLu4A9IMw2qRu4waWSElIp2KjZKqo4dPqzerekVV/YVQIy9YEpGOMUEnItLAJ5sPK39f+uJqLN6Yr8p+5FmR5bGXRER6snhjPg6clC5S3vfhVtVjYZRBQEwU4yER6RcjFBFRmBVabZi9dIdy2y4CDy/diUKrLeT7qpBb0NliREQ64xoLRagXC22MhUTURDBBJyIKs9yiMmUspKxWFJFXFPrunRyDTkR6xVhIRNQQE3QiojDLSjHBIDjfFyUIyEwJ/czC8izurJQSkd6ENxZyuA8RNQ3Rvp9Ckai2thbV1dVaF0NVFRUVWhfBo9jYWBgMrEQ0VxazEfMmZmPmEqlrp0EAnp7YW5Vl0ORWI3brJCK9kWPhrCU7IAIQwFhIRMQEnZyIoohjx47hzJkzWhdFVXFxccjNzdW6GB4ZDAZkZWUhNjZW66KQSiYPysCX2wqwZv8pPDS2OyYPylBlP2w1IiI9mzwoA3sLz2Lh2jxM7J8WhljIBJ2I9I0JOjmRk/O2bdsiISEBgiD4flETVFZWBpPJpHUx3LLb7SgoKEBhYSEyMjKa7XtAQJsW8QAANd/iCrYaEZHOtW8ptZjXug5IDyF5uA9jIRHpHRN0UtTW1irJeevWrbUujqpqamoQHx+vdTE8atOmDQoKClBTU4OYmBiti0MqaREvheCzFTWq7UOeuTie66ATkU4xFhIR1WOfR1LIY84TEkI/OQsFRu7aXltbq3FJSE1J8dLFl7MV6s33cKq0EgBQXWNXbR9ERI2RZJRjoYoJel1vovLKGlWWcSMiChUm6NQAu1Rrj+9BZFC71Wjxxnx8urUAALDwlzws3pivyn6IiBpDjoUlKl6s/PXAKQDApkPFOG/+KsZDItItJuhERBppUdeCnneqLOQtOoVWG2Yv3aHcFgE8vHQnW46ISHfkWFh0tlKVGFVoteGbHYXKbbvIeEhE+sUEnajOm2++ifT0dBgMBrzwwgtaF4ciwM6jVgDAlvwzIW/RyS0qg+t8S7WiiLyi8pDtg4goFFb/cRIAUFRWpUrrdm5RGVynn2M8JCK9YoJOzcbatWsRFRWFcePGBfzakpISzJgxAzNnzsTRo0dx6623qlBConqFVhs+cKiEhrpFJyvFBIPLSIkoQUBmCueYICL9KLTa8Pzy35XbarRuZ6WY4DpwjPGQiPSKCTo1G++88w7uvvturFmzBvn5gV19z8/PR3V1NS699FJYLBZOlEeqyy0qg6hiC7fFbMS8idnKbYMAPD2xNyxmY0i2T0QUCuHo7WMxGzE4q5VyO0oQGA+JSLeYoJMqCq02rD1QFLbxXWVlZfjoo49wxx134LLLLsOiRYuUx3788UcIgoCVK1di4MCBSEhIwOjRo7Fv3z4AwKJFi5CdLSUynTp1giAIyMvLw4EDB3DllVeiXbt2SExMxKBBg7BixQqn/WZmZuLpp5/GX/7yF7Ro0QIZGRl48803nZ6zdu1a9O3bF/Hx8Rg4cCA+++wzCIKArVu3qnpOSN/C0cI9eVAGurRNBAD8+9q+mDwoI2TbJiIKhXD19klLlpLx6wanY82sUYyHRKRbTNDJK1EUUV5VE9C///2ah/Pmr8J1C9bjvPmr8L9f8wLehujatOjD4sWL0a1bN3Tr1g1/+tOfsHDhwgbbeOSRR/Dcc89h06ZNiI6Oxl/+8hcAwOTJk5XEe8OGDSgsLER6ejpKS0sxfvx4rFixAr/99hvGjh2Lyy+/vEHr/HPPPYeBAwfit99+w5133ok77rgDe/fuBQCcPXsWl19+ObKzs7Flyxb84x//wMyZM4N9O6gZsZiNeOoq9Vu4a+uapuTKKRGRnoSrt09F3TJr3S1JbDknIl2L1roApG+26lr0fOz7oF9vF4FHP9+FRz/fFdDrds8di4RY/z+eb7/9Nv70pz8BAMaNG4fS0lKsXLkSY8aMUZ7z1FNP4YILLgAA3H///bj66qtRUVEBo9GI1q1bAwDatGmD1NRUAEBOTg5ycnKU1z/55JP49NNP8cUXX2DGjBnK/ePHj8edd94JAJg5cyaef/55/Pjjj+jevTvee+89CIKABQsWID4+Hj179sTRo0cxffr0gM4HNU9TB2fgPyt+x7GSSjxxRS9VWnRsVVKlND46KuTbJiIKhcmDMvDdrmP4Ye9JXNU3DSO6tgn5PhgLiaipYAs6NXn79u3Dhg0bMGXKFABAdHQ0Jk+ejHfeecfpeX369FH+lpPwEydOeNxuWVkZHnroIfTs2RMtW7ZEYmIi9u7d26AF3XG7giAgNTVV2e6+ffvQp08fxMfHK88ZPHhwkEdKzc3ijfk4VlIJAHjs812qrMtbUSNVSo2xDPdEpF81tVJvnyW/HVVlJveKajsAID6WCToR6Rtb0MkrY0wUds8d6/fzj1krMObfPzlN+GIQgBX3X4BUc7znF7rZr7/efvtt1NTUIC0tTblPFEXExMSguLhYuS8mJkb5WxCkAW92u93jdh988EF8//33+Ne//oUuXbrAaDTi6quvRlVVldPzHLcrb1veriiKyr4cy0bkbp3ymUt2oKrGjjE924WsC6bSahTAd4qIKJwKrTas+aNIuW0XpXiYkhiL0T1SQ7IPW10X90DqF0REWmCTCnklCAISYqP9/tepTSLmTcxGVF1SGiUImDcxG53aJAa0Hdek1pOamhq8++67eO6557B161bl37Zt29CxY0e89957QR/76tWrMW3aNFx11VXIzs5Gamoq8vLyAtpG9+7dsX37dlRWVir3bdq0KegyUfPhbuZiQBoSMnTeKrzx04FG78NuF1FZU9dqxEopEemUu3XKAeDm/27GHf+3OST7kMegx8ew6ktE+sYoRSE3eVAG1swahQ+mn6v6TKlfffUViouLcfPNN6N3795O/66++mq8/fbbQW+7S5cuWLp0qZLwX3fddV5b3N2RX3Prrbdiz549Sos8AL8vQlDz5G5dXkfzvt2LN35uXJIuJ+cAW42ISL9MXrqdf7vzGP71/d5G76OCLehE1EQwQW8i8vLycPPNNyMrKwtGoxGdO3fGnDlzGnS31guL2YihnVurPlPq22+/jTFjxsBsNjd4bNKkSdi6dSu2bNkS1Laff/55JCcnY9iwYbj88ssxduxY9O/fP6BtJCUl4csvv8TWrVvRt29fPPLII3jssccAwGlcOkUei9mI6cOzvD7nmW/3NmqpQrlLJ8AWdCLSr7KqWq+Pv/zDgUYv22qr5nAfImoaOAa9idi7dy/sdjveeOMNdOnSBTt37sT06dNRVlamtMhGoi+//NLjY/3791fGe99///1Oj/Xp08dpLHjfvn0bjA3PzMzEqlWrnO676667nG676/Luur75sGHDsG3bNuX2e++9h5iYGGRkcA3WSHfT+Vl4c3Wux8ftIpBXVB70hS65QhobZUCU60LDREQ6Ifco8jZDy8I1eXj40h5B74PzcRBRU8EEvYkYN24cxo0bp9zu1KkT9u3bh9deey2iE/Sm4N1330WnTp2QlpaGbdu2YebMmbj22mthNHId1khnMRsx+5LumPet5+6b5VXV+HLbUZyxVSM5IRYDOib7nbBzzCURNQUWsxHzJ2Vj1pIdHpP0t9YcxE3nZwZ9wbKibsiPkbO4E5HOMUFvwqxWK1q1auX1OZWVlU4TlJWUlKhdLHJx7NgxPPbYYzh27BgsFguuueYaPPXUU1oXi3Titgs6AwIw7xv3SfrN/3WeIEkAMH9Stl9zO8gtRqyQEpHeTR6UgRFd22BzXjEW/ZqHTXnFTo83pkdRrV1ElZygswWdiHROELnmU5N04MAB9O/fH8899xxuueUWj897/PHH8cQTTzS4f+XKlTCZTA3uj4uLQ3p6OuLi4kJaXr2pra1FVJR+f6QrKytx+PBhp4sroVRcXIzk5GRVtt1U6O0c7C+uxiM/Wv16rgHAy+OS0dro/TO891Q15vxsRXK8gKdGtnR6vt6OXws8BzwHkX78gD7Pgad4OLJjHDq3jMYAS6wSz07ZalFYWgtLYpTHmFhRI+LPX54CADw/piXat6hvn9Lj8YdbpJ+DSD/+srIyjB49GlarFUlJSVoXh8AEXXOeEmhHGzduxMCBA5XbBQUFuOCCC3DBBRfgrbfe8vpady3o6enpbr+EFRUVyM3NRVZWVrOfwKy0tBSJiYlaF8Mjtd+L9evXY8iQISHfblOix3Pw9Ne7vY5Jd/TB9HMxtHNrr8958qvdeGuNtD2DAMybWN/yrsfjDzeeA56DSD9+QJ/nYO2BIly3YL3X5zwzKRsAMHvpDtjFhjHO0durD+IfX+8BwFjoTqSfg0g//pKSEpjNZiboOsIu7hqbMWMGpkyZ4vU5mZmZyt8FBQUYNWoUhg4dijfffNPn9uPi4pp9azhRc3HT+VlYsDrX60RJsvKqaqw9UISsFJPbLp+FVhve/qU+2beLwMNLd2JE1zaqr65ARNQYWSkNe/i5mrlkBwQBkJuZ7CIwe8mOBjGu0GrDU9/sUW4zFhKR3jFB11hKSgpSUlL8eu7Ro0cxatQoDBgwAAsXLoTBwImfiJoTeek1f1rRHcem3zWyMx4c193p8dyiMrj2j6oVxUbNCk9EFA4WsxGXZafiqx3HvD7PNcbZAby0cj/uHt0FuUVlyEoxIbeoDHbGQiJqQpigNxEFBQUYOXIkMjIy8K9//QsnT55UHktNTdWwZEQUSpf2sfjdzV32yo8HkHuqDK9eP0C5z92yRVGCgMyUhNAUlIhIRdNHdPKZoLvz/oZ8fLAhHyKk7uwzx3V3amkHGAuJSN+YoDcRy5Ytw/79+7F//3506NDB6TFOI0DUfJTVzbweqG92HMPHm/KRf7ocbVvEY0zPdri4Zzt8v/s4AKlC+vTE3mwxIqImISc9GcPPScHqP4oCfq1cK7KLwDPf7sXVAzrg481HADAWEpH+sY90EzFt2jSIouj2H6njxx9/hCAIOHPmjNZFoQgit3wH48FPduClVQfw6Oe7MHTeKmUd9PG9U7Fm1ii/lmYjItKLf17dB0KwAbGOHUBRqTRZbu/2SYyFRKR7TNCpWZg2bRoEQWjwb9y4cVoXjSggFrMR8ydlB52kO/qpruWpW2oSW4uIqMmxmI2YPzEbUY3M0n/YJw0L7JCcwFhIRLrHLu7UbIwbNw4LFy50uo8z2FNTNHlQBkZ0bYPNecUQBKB/x2QsXJMb8Nh0WYt4hnoiaprkeJhXVI7MlAS8t+4QXv7hgNNzkuKjUVJR43NbjIVE1BSwBZ2ajbi4OKSmpjr9S05OBgAIgoC33noLV111FRISEtC3b1988cUXTq//5ptv0LVrVxiNRowaNQp5eXkN9rF27VqMGDECRqMR6enpuOeee1BWVhaOw6MIYzEbcVlOe1zapz0sZiNuOj8LhiAbkVgpJaKmzGI2Ymjn1rCYjfjb2O74dfaF+MeVvXDv6C54+88DUFrpOzkHAENj+8sTEYUBE3RSh/UokPuz9L9OPPHEE7j22muxfft2XHzxxbj++utx+vRpAMDhw4cxceJEjB8/Hlu3bsUtt9yCWbNmOb1+x44dGDt2LCZOnIjt27dj8eLFWLNmDWbMmKHF4VCEsZiNmOfQ1TNKEDD8HP+WaEwyxqhZNCKisLKYjbhhaCb+elE3GGOjGyyj5kmN3a5uwYiIQoDNKuSdKALV5YG9Zuv7wLcPAaIdEAzAJf8E+l4X2DZiEhDozDBfffUVEhMTne6bOXMmHn30UQDSOPWpU6cCAObMmYPXX38dGzZswLhx4/Daa6+hU6dOeP755yEIArp164YdO3bgmWeeUbb17LPP4rrrrsN9990HADjnnHPw4osv4oILLsBrr72G+Pj4wI6RKECuXT1PlFT4NcNxVU1wM8MTEeldVorJ7+eaebGSiJoAJujkXXU58HT74F8v2oFv/ib9C8TDBUCs/z+6ADBq1Ci89tprTve1atVK+btPnz7K3yaTCS1atMCJEycAAHv27MG5554LweGiwNChQ522tXnzZuzfvx/vvfeecp8oirDb7cjNzUWPHj0CKi9RMCxmozLJUW6Rf8Mr7vlwK8qrajlzMRE1OxazEZdlp/q1ZvrCX/LQLbUFYyER6RoTdGo2TCYTunTp4vHxmBjnK+eCIMBe193Nn+Xq7HY7brvtNtxzzz0NHsvI4I89hV9WigkGAT67d4oi8PDSnRjRtQ1nMCaiZmf6iE5+JegiGAuJSP+YoJN3MQlSa7a/SgqAVwZLLecyIQq4az2QFEBLfEyC/88NgZ49e+Kzzz5zum/dunVOt/v3749du3Z5vQhAFE7yuPSHl+5ErSjCAGnNX3dqRRF5ReWslBJRs5OTnoxJ/dOwZIvveW8YC4lI75igk3eCEFhX85RzgMv/A3x5HyDWSsn55S9I96ussrISx445X0GPjo5GSorvibRuv/12PPfcc7j//vtx2223YfPmzVi0aJHTc2bOnIlzzz0Xd911F6ZPnw6TyYQ9e/Zg+fLleOmll0J5KER+cxyXnhBrwFWvrnXboh4lCMhMCe+FLyKicHnu2r64cWhHbMorRmy0AY9+vsvt8xgLiUjvOIs7hV7/G4H7dgB//kr6v/+NYdntd999B4vF4vTv/PPP9+u1GRkZWLJkCb788kvk5OTg9ddfx9NPP+30nD59+uCnn37CH3/8geHDh6Nfv3549NFHYbFY1DgcIr/JSxDlpCdj5rjubp/z0CXd2GJERM1aTnoybh7eCWN6tnO7LKVBAJ6e2JuxkIh0jS3opA5zmvQvTBYtWtSgxduRuzHmZ86ccbp92WWX4bLLLnO676abbnK6PWjQICxbtizochKpLbuD2e39fdJahrcgREQakYf/zFyyw+l+f5djIyLSElvQiYiaEVNslNv7E2IZ7okocozo2sbt/bOX7kCh1Rbm0hAR+Y81NiKiZqSsyv2a5+VVnqaPIyJqfjwtQ2kXgbyi8jCXhojIf0zQiYiaEXnpNUecFImIIk1WigluhqHDIIDxkIh0jQk6EVEzIo+9jBKkqmmUIHBSJCKKOBazEfMnZTsl6YIAzJuYzXhIRLrGSeKIiJoZx6XXMlMSWBkloogkx8LNecUQBKB/x2TGQyLSPSbo1IC7Gc8pvPgeUGNZzEZWRIko4lnMRlyWw1hIRE0Hu7iTIiYmBgBQXs7JU7RWVVUFAIiKcj8jNxERERERNT9sQSdFVFQUWrZsiRMnTgAAEhISIAjuplhp+iorKxEdrc+Pv91ux8mTJ5GQkKDbMhIRERERUeix9k9OUlNTAUBJ0puryspKxMXFaV0MjwwGAzIyMprtBRIiIiIiImqICTo5EQQBFosFbdu2RXV1tdbFUc22bdvQvXt3rYvhUWxsLAwGjkAhIiIiIookTNDJraioqGY//jk+Pl7rIhARERERESnYREdERERERESkA0zQiYiIiIiIiHSACToRERERERGRDnAMeoQRRREAUFJSonFJtFVWVhbR5yDSjx/gOYj04wd4DgCeg0g/foDnINKPH+A5iPTjl49dzhFIe0zQI8ypU6cAAOnp6RqXhIiIiIiI9ODs2bMwm81aF4PABD3itGrVCgCQn58fsV/CkpISpKen4/Dhw0hKStK6OGEX6ccP8BxE+vEDPAcAz0GkHz/AcxDpxw/wHET68QNSy/nZs2fRvn17rYtCdZigRxh5bW2z2RyxgUiWlJQU0ecg0o8f4DmI9OMHeA4AnoNIP36A5yDSjx/gOYj044/URju94iRxRERERERERDrABJ2IiIiIiIhIB5igR5i4uDjMmTMHcXFxWhdFM5F+DiL9+AGeg0g/foDnAOA5iPTjB3gOIv34AZ6DSD9+0idB5Jz6RERERERERJpjCzoRERERERGRDjBBJyIiIiIiItIBJuhEREREREREOsAEnYiIiIiIiEgHmKBHkFdffRVZWVmIj4/HgAEDsHr1aq2LFBLz5s3DoEGD0KJFC7Rt2xYTJkzAvn37nJ4jiiIef/xxtG/fHkajESNHjsSuXbucnlNZWYm7774bKSkpMJlMuOKKK3DkyJFwHkrIzJs3D4Ig4L777lPua+7n4OjRo/jTn/6E1q1bIyEhAX379sXmzZuVx5v78dfU1ODvf/87srKyYDQa0alTJ8ydOxd2u115TnM7Bz///DMuv/xytG/fHoIg4LPPPnN6PFTHW1xcjBtuuAFmsxlmsxk33HADzpw5o/LR+ebt+KurqzFz5kxkZ2fDZDKhffv2uPHGG1FQUOC0jaZ8/IDvz4Cj2267DYIg4IUXXnC6vymfA3+Of8+ePbjiiitgNpvRokULnHvuucjPz1ceb8rHD/g+B6WlpZgxYwY6dOgAo9GIHj164LXXXnN6TlM+B+GsAzXVcxAp8ZCaEZEiwocffijGxMSICxYsEHfv3i3ee++9oslkEg8dOqR10Rpt7Nix4sKFC8WdO3eKW7duFS+99FIxIyNDLC0tVZ4zf/58sUWLFuKSJUvEHTt2iJMnTxYtFotYUlKiPOf2228X09LSxOXLl4tbtmwRR40aJebk5Ig1NTVaHFbQNmzYIGZmZop9+vQR7733XuX+5nwOTp8+LXbs2FGcNm2auH79ejE3N1dcsWKFuH//fuU5zfn4RVEUn3zySbF169biV199Jebm5ooff/yxmJiYKL7wwgvKc5rbOfjmm2/ERx55RFyyZIkIQPz000+dHg/V8Y4bN07s3bu3uHbtWnHt2rVi7969xcsuuyxch+mRt+M/c+aMOGbMGHHx4sXi3r17xV9//VUcMmSIOGDAAKdtNOXjF0XfnwHZp59+Kubk5Ijt27cXn3/+eafHmvI58HX8+/fvF1u1aiU++OCD4pYtW8QDBw6IX331lXj8+HHlOU35+EXR9zm45ZZbxM6dO4s//PCDmJubK77xxhtiVFSU+NlnnynPacrnIJx1oKZ6DiIlHlLzwQQ9QgwePFi8/fbbne7r3r27OGvWLI1KpJ4TJ06IAMSffvpJFEVRtNvtYmpqqjh//nzlORUVFaLZbBZff/11URSl4B0TEyN++OGHynOOHj0qGgwG8bvvvgvvATTC2bNnxXPOOUdcvny5eMEFFygJenM/BzNnzhTPP/98j4839+MXRVG89NJLxb/85S9O902cOFH805/+JIpi8z8HrhXzUB3v7t27RQDiunXrlOf8+uuvIgBx7969Kh+V/7wlp7INGzaIAJQLs83p+EXR8zk4cuSImJaWJu7cuVPs2LGjU4LenM6Bu+OfPHmyEgPcaU7HL4ruz0GvXr3EuXPnOt3Xv39/8e9//7sois3vHKhVB2rK58Cd5h4PqWljF/cIUFVVhc2bN+P/27v3oKjK/w/g722XhQJcBIJdArkUioLGzbGIETISxkuhkyYSwTjTDAlxqaEcmsmGJsMZdJIKHBvDHKz8o60oGuXigpoUCmxSzgQjFxtnESnCGiyJfX5/fMczrty033LZs+/XzPljz/P4Oc/nM8vDeTjHc1avXm2xf/Xq1Thz5swsjWr6DA0NAQDc3d0BAN3d3ejr67PI39HREXFxcVL+LS0tGBkZsejj4+ODsLAwm6pRVlYW1q5di4SEBIv9cq9BVVUVoqOjsWnTJnh5eSEiIgIffvih1C73/AEgNjYW9fX16OjoAAD8+OOPOH36NNasWQPAPmpwK2vl29TUBI1GgxUrVkh9HnnkEWg0GpurydDQEBQKBdzc3ADYR/5msxlpaWkoKChAaGjomHY518BsNqO6uhoLFy5EYmIivLy8sGLFCotbwOWc/02xsbGoqqrC5cuXIYSAwWBAR0cHEhMTAcivBtN1DmTLNZioj73Nh2Q7uEC3AwMDAxgdHYW3t7fFfm9vb/T19c3SqKaHEAIvv/wyYmNjERYWBgBSjpPl39fXB7Vajfnz50/YZ6777LPP0NrainfeeWdMm9xr0NXVhfLycgQHB+P48ePIzMxETk4ODh8+DED++QPAa6+9hpSUFISEhMDBwQERERHIy8tDSkoKAPuowa2slW9fXx+8vLzGxPfy8rKpmvz999/YsWMHtm7dinnz5gGwj/x3794NlUqFnJyccdvlXIP+/n789ddfKC4uRlJSEmpqarBhwwZs3LgRjY2NAOSd/02lpaVYsmQJfH19oVarkZSUhLKyMsTGxgKQVw2m8xzIlmtwO3udD8l2qGZ7ADRzFAqFxWchxJh9ti47Oxvnz5/H6dOnx7T9l/xtpUa//vorcnNzUVNTAycnpwn7ybUGZrMZ0dHR2LVrFwAgIiICP//8M8rLy/H8889L/eSaPwAcPXoUlZWV+OSTTxAaGgqj0Yi8vDz4+PggPT1d6ifnGozHGvmO19+WajIyMoItW7bAbDajrKxsyv5yyb+lpQX79u1Da2vrXY9VDjW4+YDIp59+Gvn5+QCA8PBwnDlzBvv370dcXNyE/1YO+d9UWlqK77//HlVVVfD398fJkyexfft26HS6MXeb3coWazDd50C2XgPAfudDsi28gm4HPD09oVQqx/x1r7+/f8xfVG3ZSy+9hKqqKhgMBvj6+kr7tVotAEyav1arxY0bNzA4ODhhn7mspaUF/f39iIqKgkqlgkqlQmNjI0pLS6FSqaQc5FoDnU6HJUuWWOxbvHix9KRie/gOFBQUYMeOHdiyZQuWLl2KtLQ05OfnS3dU2EMNbmWtfLVaLa5cuTIm/tWrV22iJiMjI9i8eTO6u7tRW1srXS0C5J//qVOn0N/fjwULFkjzYm9vL1555RUEBAQAkHcNPD09oVKpppwb5Zo/AFy/fh2FhYXYu3cv1q9fj2XLliE7OxvPPvssSkpKAMinBtN9DmTLNbjJnudDsi1coNsBtVqNqKgo1NbWWuyvra1FTEzMLI3KeoQQyM7Ohl6vx4kTJxAYGGjRHhgYCK1Wa5H/jRs30NjYKOUfFRUFBwcHiz4mkwk//fSTTdToiSeeQHt7O4xGo7RFR0cjNTUVRqMRQUFBsq7BY489Nua1Mh0dHfD39wdgH9+B4eFh3HOP5ZSuVCqlq2j2UINbWSvfRx99FENDQ2hubpb6/PDDDxgaGprzNbl5MtrZ2Ym6ujp4eHhYtMs9/7S0NJw/f95iXvTx8UFBQQGOHz8OQN41UKvVWL58+aRzo5zzB/73MzAyMjLp3GjrNZipcyBbrgHA+ZBszPQ/h47mgpuvWTt48KC4cOGCyMvLE87OzqKnp2e2h/b/9uKLLwqNRiMaGhqEyWSStuHhYalPcXGx0Gg0Qq/Xi/b2dpGSkjLuK0Z8fX1FXV2daG1tFatWrZqzr5e6E7c+xV0IedegublZqFQq8fbbb4vOzk5x5MgRcd9994nKykqpj5zzF0KI9PR08cADD0ivWdPr9cLT01O8+uqrUh+51eDPP/8UbW1toq2tTQAQe/fuFW1tbdJTea2Vb1JSkli2bJloamoSTU1NYunSpXPitTqT5T8yMiKeeuop4evrK4xGo8Xc+M8//0gxbDl/Iab+Dtzu9qe4C2HbNZgqf71eLxwcHMSBAwdEZ2eneO+994RSqRSnTp2SYthy/kJMXYO4uDgRGhoqDAaD6OrqEhUVFcLJyUmUlZVJMWy5BjN5DmSrNbCX+ZDkgwt0O/LBBx8If39/oVarRWRk5KSvn7AlAMbdKioqpD5ms1ns3LlTaLVa4ejoKFauXCna29st4ly/fl1kZ2cLd3d3ce+994p169aJS5cuzXA21nP7Al3uNfj6669FWFiYcHR0FCEhIeLAgQMW7XLP/9q1ayI3N1csWLBAODk5iaCgIPH6669bnHzIrQYGg2Hcn/309HQhhPXy/e2330RqaqpwdXUVrq6uIjU1VQwODs5QlhObLP/u7u4J50aDwSDFsOX8hZj6O3C78RbotlyDO8n/4MGD4qGHHhJOTk7i4Ycftnj/txC2nb8QU9fAZDKJjIwM4ePjI5ycnMSiRYvEnj17hNlslmLYcg1m8hzIVmtgL/MhyYdCCCGscy2eiIiIiIiIiP4r/h90IiIiIiIiojmAC3QiIiIiIiKiOYALdCIiIiIiIqI5gAt0IiIiIiIiojmAC3QiIiIiIiKiOYALdCIiIiIiIqI5gAt0IiIiIiIiojmAC3QiIiIbFR8fj7y8vGmJ3dPTA4VCAYVCgfDwcKvFzcjIkOJ++eWXVotLREQkB1ygExERzaCGhgZpgTre9vjjj99xLL1ej7feekv6HBAQgHfffXfKf3c3i+O6ujrU19ff8Zimsm/fPphMJqvFIyIikhPVbA+AiIjInsTExIy7QK2qqkJmZia2b99+x7Hc3d2tObRxeXh4wMPDw2rxNBoNNBqN1eIRERHJCa+gExERzSC1Wg2tVmuxDQ4OoqCgAIWFhdi0aZPU98KFC1izZg1cXFzg7e2NtLQ0DAwMSO233uIeHx+P3t5e5OfnS1fjxxMQEAAA2LBhAxQKhfT5TmVkZCA5ORklJSXQ6XTw8PBAVlYWRkZGpD5lZWUIDg6Gk5MTvL298cwzz9zVMYiIiOwVF+hERESz6I8//kBycjLi4uIsblc3mUyIi4tDeHg4zp07h2PHjuHKlSvYvHnzuHH0ej18fX1RVFQEk8k04W3kZ8+eBQBUVFTAZDJJn++GwWDAxYsXYTAY8PHHH+PQoUM4dOgQAODcuXPIyclBUVERfvnlFxw7dgwrV66862MQERHZI97iTkRENEvMZjO2bt0KpVKJyspKi6ve5eXliIyMxK5du6R9H330Efz8/NDR0YGFCxdaxHJ3d4dSqYSrqyu0Wu2Ex7z//vsBAG5ubpP2m8z8+fPx/vvvQ6lUIiQkBGvXrkV9fT1eeOEFXLp0Cc7Ozli3bh1cXV3h7++PiIiI/3QcIiIie8Mr6ERERLOksLAQTU1N+OqrrzBv3jyLtpaWFhgMBri4uEhbSEgIAODixYuzMVxJaGgolEql9Fmn06G/vx8A8OSTT8Lf3x9BQUFIS0vDkSNHMDw8PFtDJSIisim8gk5ERDQLjh49ipKSElRXVyM4OHhMu9lsxvr167F79+4xbTqdbiaGOCEHBweLzwqFAmazGQDg6uqK1tZWNDQ0oKamBm+88QbefPNNnD17Fm5ubrMwWiIiItvBBToREdEMMxqN2LZtG4qLi5GYmDhun8jISHz++ecICAiASnVnv67VajVGR0en7Ofg4HBH/f4rlUqFhIQEJCQkYOfOnXBzc8OJEyewcePGaTsmERGRHPAWdyIiohk0MDCA5ORkxMfH47nnnkNfX5/FdvXqVQBAVlYWfv/9d6SkpKC5uRldXV2oqanBtm3bJlxcBwQE4OTJk7h8+bLF097H61dfX4++vj4MDg5aNb9vvvkGpaWlMBqN6O3txeHDh2E2m7Fo0SKrHoeIiEiOuEAnIiKaQdXV1ejt7cW3334LnU43Zlu+fDkAwMfHB9999x1GR0eRmJiIsLAw5ObmQqPR4J57xv/1XVRUhJ6eHjz44IPSw+DGs2fPHtTW1sLPz8/qD3Bzc3ODXq/HqlWrsHjxYuzfvx+ffvopQkNDrXocIiIiOVIIIcRsD4KIiIjmlp6eHgQGBqKtrQ3h4eFWj69QKPDFF18gOTnZ6rGJiIhsFa+gExER0YRiYmIQExNjtXiZmZlwcXGxWjwiIiI54RV0IiIiGuPff/9FT08PAMDR0RF+fn5Widvf349r164B+N/T6J2dna0Sl4iISA64QCciIiIiIiKaA/4PyfoEi7+y2bAAAAAASUVORK5CYII=",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' 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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "e294a276b02e4c849b59570d33fd4860",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"text/html": [
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=1000.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Abschnitt 2.3\n",
|
|
"\n",
|
|
"#paths to data files\n",
|
|
"path_leerlauf = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 Leerlauf.txt\"\n",
|
|
"path_kurzschluss = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 Kurzschluss.txt\"\n",
|
|
"path_50Ohm = \"Messungen/Rohdaten/Messung 2.3/Messung 2.3 50 Ohm.txt\"\n",
|
|
"\n",
|
|
"#read measurement\n",
|
|
"data_leerlauf = read_oscilloscope_file(path_leerlauf)\n",
|
|
"data_kurzschluss = read_oscilloscope_file(path_kurzschluss)\n",
|
|
"data_50Ohm = read_oscilloscope_file(path_50Ohm)\n",
|
|
"\n",
|
|
"#plot curve\n",
|
|
"fig, ax = plot_kurven(data_leerlauf, title=\"Leerlauf\")\n",
|
|
"ax.add_patch(Rectangle((100,-2.2), 700, 2.8, fill=False, lw=1.5, ls=\"--\", color=\"red\"))\n",
|
|
"ax.text(260, -2.6, \"Hinlaufendes Signal\", fontsize=14, usetex=True)\n",
|
|
"ax.add_patch(Rectangle((150, 0.8), 600, 2.2, fill=False, lw=1.5, ls=\"--\", color=\"green\"))\n",
|
|
"ax.text(760, 2.8, \"Rücklaufendes Signal\", fontsize=14, usetex=True)\n",
|
|
"fig.savefig(\"Messungen/Diagramme/2.3/Leerlauf\", dpi=250)\n",
|
|
"\n",
|
|
"plot_kurven(data_kurzschluss, title=\"Kurzschluss\")\n",
|
|
"plot_kurven(data_50Ohm, title=\"50Ohm\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Abschnitt 2.4\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|